2025-06-19 21:59:45,922 - ERROR - Error fetching S&P 500 stocks from datahub.io: 'Name'
Processing 100 crypto instruments...
2025-06-19 21:59:48,120 - ERROR - TAO-USD: Period 'max' is invalid, must be of the format 1d, 5d, etc. 2025-06-19 21:59:52,373 - ERROR - $CLBTC-USD: possibly delisted; no timezone found 2025-06-19 21:59:54,072 - ERROR - $SUPEROETH-USD: possibly delisted; no timezone found
✓ 14 updated, 5 failed Processing 29 futures instruments... ✓ 10 updated, 0 failed Processing 50 stock instruments... ✓ 50 updated, 0 failed ================================================================================ MASTER FINANCIAL DATA UPDATE COMPLETE ================================================================================ File location: C:\Users\Chris\BTC_price_history\Master file\master_financial_data.csv Total records: 850,172 Successful downloads: 74 Failed downloads: 5 Date range: 1962-01-02 to 2025-06-19 Summary by Asset Type: -------------------------------------------------- Crypto: 97 instruments, 2014-09-17 to 2025-06-19 Futures: 29 instruments, 1997-10-29 to 2025-06-19 Stock: 50 instruments, 1962-01-02 to 2025-06-18 Sample Latest Prices: ------------------------------ Crypto: BTC-USD: $104669.16 ETH-USD: $2516.77 SOL-USD: $145.69 Futures: ES=F: $5926.00 GC=F: $3383.70 CL=F: $75.01 Stock: AAPL: $196.58 MSFT: $480.24 TSLA: $322.05 ================================================================================ Master data loaded successfully with 850,172 records You can now use this data for your analysis! Data is available as 'df' variable for your existing functions.
Enhanced Multi-Asset Analysis with Traditional Round Half Up Forward Returns ================================================================================ 🔮 FORWARD RETURNS FEATURES: • Traditional round half up (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) • Optional round-to-half precision (5.25% → 5.5%, 5.1% → 5.0%) • Optional round-to-quarter precision (5.13% → 5.25%, 5.37% → 5.25%) • Cycle year filtering (4-year market cycles) • Seasonal analysis (quarter filtering) • Custom analysis function: run_custom_forward_analysis() • Clear confidence levels and insights • 🆕 Historical pattern matching indicators on charts (90-day ROC) ================================================================================ Found master dataset with 850,172 rows and 176 symbols Starting automatic analysis with round-to-nearest forward returns... 📊 Will display ALL available charts per section per asset class (up to 15) 💡 Sections: Best Trends | Undervalued Opportunities | Overvalued Warnings 📈 Chart type: Linear Regression on Log Scale 🔮 FORWARD RETURNS: Traditional round half up ROC matching 🎯 NEW: Green vertical lines show historical 90-day ROC matches in chart period ================================================================================ 🔬 COMPREHENSIVE MULTI-ASSET REGRESSION ANALYSIS WITH FORWARD RETURNS ================================================================================ Analyzing trend quality, growth rates, valuation, and predictive analytics... Analyzing instruments by asset type... crypto: 97 instruments futures: 29 instruments stock: 50 instruments Processing 97 crypto instruments... Progress: 25/97 crypto instruments processed Progress: 50/97 crypto instruments processed Processing 29 futures instruments... Progress: 25/29 futures instruments processed Processing 50 stock instruments... Progress: 25/50 stock instruments processed Progress: 50/50 stock instruments processed Analysis complete: 170/176 instruments analyzed successfully ======================================================================================================================== 🔥 TOP 15 CRYPTO INSTRUMENTS - BEST TREND ANALYSIS ======================================================================================================================== Rank Symbol R² Window Growth% Price Valuation Deviation% ------------------------------------------------------------------------------------------------------------------------ 1 FTN-USD 0.989746 750 d 136.2% $4.43 🟢 UNDER -11.1% 2 GT-USD 0.961617 30 d -98.4% $15.58 🟡 FAIR -2.0% 3 TRX-USD 0.946393 1000d 87.2% $0.273693 🟡 FAIR 1.7% 4 PAXG-USD 0.945894 750 d 34.7% $3.4K 🟡 FAIR 5.3% 5 XAUT-USD 0.944535 750 d 33.6% $3.4K 🟡 FAIR 5.3% 6 APT-USD 0.943735 500 d -84.2% $0.000131 🔴 OVER 39.7% 7 BTC-USD 0.936020 1000d 103.4% $104.7K 🟢 UNDER -11.8% 8 WBT-USD 0.930926 750 d 196.8% $49.28 🔴 OVER 44.7% 9 WAL-USD 0.927294 1000d -95.6% $0.000088 🔴 OVER 223.3% 10 POL-USD 0.910925 500 d -64.0% $0.008241 🟡 FAIR 6.3% 11 TIA-USD 0.895684 30 d -99.8% $1.65 🟡 FAIR -1.3% 12 LEO-USD 0.891319 750 d 74.5% $8.99 🟢 UNDER -11.8% 13 BGB-USD 0.889273 1000d 246.4% $4.26 🟡 FAIR -7.9% 14 JASMY-USD 0.877702 30 d -99.2% $0.012626 🟡 FAIR 1.5% 15 AB-USD 0.856407 30 d 17434481.8% $0.014427 🟡 FAIR -7.4% 📊 DISPLAYING ALL 15 CRYPTO TREND LEADER CHARTS: -------------------------------------------------------------------------------- Chart 1: FTN-USD (R² = 0.9897)
📊 PRICE PROJECTIONS (Linear Regression - 750 days): Current: $4.43 +30d (1m): $5.35 ($4.83 - $5.92) +60d (2m): $5.74 ($5.18 - $6.36) +90d (3m): $6.16 ($5.56 - $6.82) 90-day outlook: 📈 Bullish Trend (+39.0%) Confidence: 99.0% | Valuation: UNDERVALUED 🎯 Historical pattern matches: 27 periods in chart (90d ROC≈10%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== FTN - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: 0.61% Rounded target for matching: 1% Similar historical periods found: 45 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 45 84.4% 0.90% 1.57% 2.74% 0.74% 2.39% -9.83% 7.99% 14 days 45 95.6% 4.67% 3.67% 3.35% 2.66% 4.68% -5.19% 11.00% 30 days 45 97.8% 6.57% 7.34% 5.56% 5.67% 9.01% -1.01% 24.09% 90 days 30 100.0% 24.63% 22.67% 12.93% 17.84% 27.49% 2.78% 50.28% 180 days 18 100.0% 57.94% 56.40% 9.65% 51.60% 61.20% 42.34% 81.28% 365 days 12 100.0% 130.87% 136.52% 17.73% 125.26% 147.78% 107.67% 159.93% ======================================================================================================================== FTN - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 9.87% Rounded target for matching: 10% Similar historical periods found: 27 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 27 92.6% 1.35% 1.80% 2.51% 0.80% 2.79% -6.46% 7.38% 14 days 27 96.3% 2.37% 3.53% 2.71% 2.46% 4.60% -1.47% 9.84% 30 days 27 96.3% 4.08% 7.68% 6.57% 5.09% 10.28% -1.26% 24.09% 90 days 10 100.0% 38.23% 40.12% 6.92% 35.17% 45.07% 29.63% 50.28% 180 days 10 100.0% 60.90% 62.76% 5.55% 58.79% 66.73% 56.73% 76.41% 365 days 3 100.0% 159.54% 159.21% 0.53% 157.90% 160.52% 158.47% 159.63% ======================================================================================================================== Chart 2: GT-USD (R² = 0.9616)
📊 PRICE PROJECTIONS (Linear Regression - 30 days): Current: $15.58 +30d (1m): $11.29 ($10.68 - $11.94) +60d (2m): $8.02 ($7.44 - $8.65) Confidence: 96.2% | Valuation: FAIR VALUE ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== GT - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: -27.63% Rounded target for matching: -28% Similar historical periods found: 9 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 9 77.8% 3.42% 5.22% 8.01% -0.94% 11.38% -2.46% 25.75% 14 days 9 66.7% 4.23% 5.39% 10.94% -3.02% 13.80% -4.08% 35.05% 30 days 9 100.0% 9.00% 17.12% 21.83% 0.34% 33.90% 0.48% 75.94% 90 days 9 66.7% 2.64% 7.03% 29.15% -15.38% 29.44% -32.41% 74.78% 180 days 9 33.3% -16.00% 13.04% 58.64% -32.03% 58.12% -22.19% 171.96% 365 days 9 88.9% 2.74% 71.42% 122.67% -22.87% 165.72% -0.99% 376.07% ======================================================================================================================== GT - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: -31.83% Rounded target for matching: -32% Similar historical periods found: 7 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 7 85.7% 9.27% 7.72% 5.68% 2.46% 12.97% -5.09% 14.79% 14 days 7 85.7% 13.24% 11.67% 8.40% 3.90% 19.44% -5.72% 22.69% 30 days 7 85.7% 22.20% 12.98% 12.80% 1.14% 24.81% -10.34% 24.48% 90 days 7 85.7% 15.13% 40.39% 49.63% -5.51% 86.30% -1.30% 126.75% 180 days 7 85.7% 39.28% 695.99% 1058.99% -283.42% 1675.40% -18.92% 2549.13% 365 days 7 85.7% 40.53% 456.61% 683.92% -175.91% 1089.14% -11.31% 1592.07% ======================================================================================================================== Chart 3: TRX-USD (R² = 0.9464)
📊 PRICE PROJECTIONS (Linear Regression - 1000 days): Current: $0.273693 +30d (1m): $0.283317 ($0.224654 - $0.357300) +60d (2m): $0.298294 ($0.236519 - $0.376205) +90d (3m): $0.314063 ($0.249010 - $0.396111) 90-day outlook: 📈 Bullish Trend (+14.8%) Confidence: 94.6% | Valuation: FAIR VALUE 🎯 Historical pattern matches: 18 periods in chart (90d ROC≈17%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== TRX - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: 1.66% Rounded target for matching: 2% Similar historical periods found: 69 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 69 66.7% 2.36% 3.01% 8.09% 1.07% 4.95% -17.64% 32.49% 14 days 69 73.9% 2.77% 6.41% 14.51% 2.93% 9.90% -20.53% 63.74% 30 days 69 75.4% 8.91% 11.82% 29.06% 4.84% 18.80% -40.43% 126.55% 90 days 65 72.3% 9.43% 13.16% 44.45% 2.14% 24.17% -70.86% 297.44% 180 days 63 73.0% 13.62% 35.91% 87.99% 13.75% 58.07% -79.34% 461.49% 365 days 62 72.6% 58.57% 76.10% 109.30% 48.34% 103.85% -60.60% 471.47% ======================================================================================================================== TRX - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 17.25% Rounded target for matching: 17% Similar historical periods found: 37 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 37 56.8% 0.10% -0.64% 8.72% -3.55% 2.27% -24.73% 16.81% 14 days 37 64.9% 4.52% 3.60% 12.75% -0.65% 7.85% -24.79% 48.15% 30 days 37 67.6% 3.14% 13.23% 28.75% 3.64% 22.82% -37.98% 98.65% 90 days 36 77.8% 17.88% 38.16% 91.02% 7.36% 68.96% -47.13% 422.33% 180 days 36 63.9% 33.54% 25.22% 55.52% 6.44% 44.01% -50.82% 183.49% 365 days 33 63.6% 67.48% 54.11% 85.62% 23.75% 84.47% -57.53% 239.79% ======================================================================================================================== Chart 4: PAXG-USD (R² = 0.9459)
📊 PRICE PROJECTIONS (Linear Regression - 750 days): Current: $3.4K +30d (1m): $3.3K ($3.0K - $3.6K) +60d (2m): $3.4K ($3.1K - $3.7K) +90d (3m): $3.5K ($3.2K - $3.8K) 90-day outlook: ➡️ Sideways Trend (+2.2%) Confidence: 94.6% | Valuation: FAIR VALUE 🎯 Historical pattern matches: 16 periods in chart (90d ROC≈12%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== PAXG - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: 2.64% Rounded target for matching: 3% Similar historical periods found: 174 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 174 52.9% 0.20% 0.24% 2.16% -0.09% 0.56% -5.79% 7.69% 14 days 174 56.3% 0.52% 0.44% 3.16% -0.03% 0.92% -7.98% 9.22% 30 days 174 59.2% 1.64% 1.53% 4.19% 0.90% 2.15% -8.40% 13.52% 90 days 172 79.1% 4.29% 4.62% 6.63% 3.63% 5.62% -14.42% 24.88% 180 days 163 79.8% 8.05% 8.37% 9.83% 6.85% 9.89% -17.54% 31.01% 365 days 130 75.4% 7.79% 11.82% 14.47% 9.31% 14.33% -9.11% 43.70% ======================================================================================================================== PAXG - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 11.59% Rounded target for matching: 12% Similar historical periods found: 41 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 41 48.8% -0.28% -0.23% 2.34% -0.97% 0.51% -6.41% 4.20% 14 days 41 51.2% 0.12% -0.08% 3.10% -1.06% 0.90% -7.01% 6.15% 30 days 41 36.6% -0.94% -0.55% 3.10% -1.53% 0.43% -6.27% 6.27% 90 days 37 51.4% 0.09% 0.31% 6.07% -1.71% 2.34% -8.43% 13.63% 180 days 36 52.8% 2.21% 2.32% 12.46% -1.90% 6.53% -15.38% 25.86% 365 days 28 42.9% -5.17% 2.14% 14.88% -3.63% 7.90% -9.89% 43.70% ======================================================================================================================== Chart 5: XAUT-USD (R² = 0.9445)
📊 PRICE PROJECTIONS (Linear Regression - 750 days): Current: $3.4K +30d (1m): $3.3K ($3.0K - $3.6K) +60d (2m): $3.4K ($3.1K - $3.6K) +90d (3m): $3.4K ($3.2K - $3.7K) 90-day outlook: ➡️ Sideways Trend (+2.0%) Confidence: 94.5% | Valuation: FAIR VALUE 🎯 Historical pattern matches: 17 periods in chart (90d ROC≈11%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== XAUT - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: 2.56% Rounded target for matching: 3% Similar historical periods found: 171 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 171 58.5% 0.46% 0.41% 2.31% 0.06% 0.76% -5.94% 9.11% 14 days 171 57.3% 0.88% 0.74% 3.38% 0.23% 1.25% -6.46% 15.65% 30 days 171 59.6% 1.18% 1.58% 4.77% 0.86% 2.30% -8.53% 14.00% 90 days 163 74.2% 3.34% 3.88% 7.08% 2.79% 4.98% -13.28% 27.08% 180 days 155 76.1% 8.08% 7.34% 10.51% 5.68% 9.01% -17.38% 30.05% 365 days 119 73.1% 5.13% 9.62% 13.86% 7.10% 12.13% -8.24% 40.08% ======================================================================================================================== XAUT - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 11.45% Rounded target for matching: 11% Similar historical periods found: 38 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 38 55.3% 0.09% 0.27% 2.16% -0.44% 0.98% -5.13% 4.48% 14 days 38 52.6% 0.76% 0.37% 2.75% -0.53% 1.28% -6.96% 5.42% 30 days 38 52.6% 0.32% 0.33% 2.86% -0.61% 1.27% -5.60% 7.71% 90 days 36 44.4% -0.97% 0.77% 4.80% -0.85% 2.39% -6.08% 9.60% 180 days 36 52.8% 3.74% 3.93% 11.94% -0.10% 7.97% -14.24% 25.59% 365 days 26 50.0% 3.25% 6.23% 14.96% 0.18% 12.27% -8.51% 42.89% ======================================================================================================================== Chart 6: APT-USD (R² = 0.9437)
📊 PRICE PROJECTIONS (Linear Regression - 500 days): Current: $0.000131 +30d (1m): $0.000081 ($0.000057 - $0.000115) +60d (2m): $0.000069 ($0.000049 - $0.000099) +90d (3m): $0.000060 ($0.000042 - $0.000085) 90-day outlook: 📉 Bearish Trend (-54.6%) Confidence: 94.4% | Valuation: OVERVALUED 🎯 Historical pattern matches: 4 periods in chart (90d ROC≈-7%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== APT - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: -4.30% Rounded target for matching: -4% Similar historical periods found: 39 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 39 33.3% 0.00% 1.24% 15.66% -3.84% 6.31% -23.67% 93.24% 14 days 39 35.9% -1.39% 7.71% 36.01% -3.96% 19.38% -55.04% 152.14% 30 days 39 41.0% -2.19% -6.83% 28.09% -15.94% 2.27% -49.87% 115.09% 90 days 19 21.1% -41.79% 23.87% 207.47% -76.13% 123.87% -83.25% 866.04% 180 days 16 25.0% -68.96% 109.82% 322.08% -61.80% 281.45% -84.26% 781.88% 365 days 11 36.4% -82.11% -7.08% 106.89% -78.89% 64.73% -95.80% 163.87% ======================================================================================================================== Chart 7: BTC-USD (R² = 0.9360)
📊 PRICE PROJECTIONS (Linear Regression - 1000 days): Current: $104.7K +30d (1m): $125.8K ($94.3K - $168.0K) +60d (2m): $133.4K ($100.0K - $178.1K) +90d (3m): $141.4K ($106.0K - $188.8K) 90-day outlook: 📈 Bullish Trend (+35.1%) Confidence: 93.6% | Valuation: UNDERVALUED 🎯 Historical pattern matches: 9 periods in chart (90d ROC≈25%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== BTC - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: -1.99% Rounded target for matching: -2% Similar historical periods found: 86 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 86 51.2% 0.42% 0.81% 8.77% -1.07% 2.69% -32.94% 23.72% 14 days 86 59.3% 1.67% 1.55% 12.84% -1.20% 4.30% -31.10% 34.34% 30 days 86 52.3% 0.90% 1.91% 22.91% -3.00% 6.83% -60.32% 55.33% 90 days 83 49.4% -0.55% 9.53% 55.96% -2.69% 21.75% -62.14% 355.12% 180 days 78 62.8% 27.18% 39.36% 84.42% 20.32% 58.39% -62.12% 339.80% 365 days 70 75.7% 69.12% 101.99% 160.03% 63.83% 140.15% -76.74% 1117.48% ======================================================================================================================== BTC - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 24.54% Rounded target for matching: 25% Similar historical periods found: 32 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 32 71.9% 2.91% 4.54% 6.85% 2.07% 7.01% -5.64% 23.00% 14 days 32 84.4% 5.20% 8.57% 11.10% 4.57% 12.57% -13.07% 32.32% 30 days 32 78.1% 9.68% 18.57% 22.60% 10.42% 26.72% -7.50% 84.85% 90 days 32 81.2% 19.60% 60.71% 99.28% 24.91% 96.50% -17.00% 420.08% 180 days 32 84.4% 56.78% 125.03% 145.31% 72.64% 177.42% -18.30% 436.19% 365 days 31 83.9% 138.50% 223.84% 232.00% 138.75% 308.94% -58.80% 1021.80% ======================================================================================================================== Chart 8: WBT-USD (R² = 0.9309)
📊 PRICE PROJECTIONS (Linear Regression - 750 days): Current: $49.28 +30d (1m): $37.24 ($26.35 - $52.65) +60d (2m): $40.73 ($28.81 - $57.58) +90d (3m): $44.54 ($31.50 - $62.97) 90-day outlook: 📉 Bearish Trend (-9.6%) Confidence: 93.1% | Valuation: OVERVALUED 🎯 Historical pattern matches: 1 periods in chart (90d ROC≈73%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ⚠️ Insufficient historical data for forward returns analysis 💡 Need more historical data or try different ROC windows ======================================================================================================================== Chart 9: WAL-USD (R² = 0.9273)
📊 PRICE PROJECTIONS (Linear Regression - 1000 days): Current: $0.000088 +30d (1m): $0.000021 ($0.000005 - $0.000082) +60d (2m): $0.000016 ($0.000004 - $0.000063) +90d (3m): $0.000013 ($0.000003 - $0.000049) 90-day outlook: 📉 Bearish Trend (-85.7%) Confidence: 92.7% | Valuation: OVERVALUED 🎯 Historical pattern matches: 3 periods in chart (90d ROC≈48%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ⚠️ Insufficient historical data for forward returns analysis 💡 Need more historical data or try different ROC windows ======================================================================================================================== Chart 10: POL-USD (R² = 0.9109)
📊 PRICE PROJECTIONS (Linear Regression - 500 days): Current: $0.008241 +30d (1m): $0.007129 ($0.005557 - $0.009145) +60d (2m): $0.006555 ($0.005109 - $0.008411) +90d (3m): $0.006028 ($0.004697 - $0.007736) 90-day outlook: 📉 Bearish Trend (-26.9%) Confidence: 91.1% | Valuation: FAIR VALUE 🎯 Historical pattern matches: 7 periods in chart (90d ROC≈-15%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== POL - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: 2.24% Rounded target for matching: 2% Similar historical periods found: 19 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 19 36.8% -3.69% -2.62% 12.80% -8.79% 3.55% -20.88% 36.99% 14 days 19 36.8% -1.81% -0.82% 16.47% -8.76% 7.12% -26.39% 38.17% 30 days 19 47.4% -4.68% 7.87% 42.02% -12.38% 28.12% -49.27% 114.32% 90 days 19 26.3% -15.58% 138.66% 390.70% -49.65% 326.97% -68.11% 1069.77% 180 days 18 22.2% -52.87% 275.86% 712.38% -78.40% 630.11% -84.78% 1958.84% 365 days 12 33.3% -88.99% 188.43% 399.49% -65.39% 442.25% -91.45% 929.33% ======================================================================================================================== POL - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: -14.99% Rounded target for matching: -15% Similar historical periods found: 14 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 14 50.0% -1.47% 4.01% 32.71% -14.88% 22.89% -22.96% 113.53% 14 days 14 50.0% -0.97% 7.37% 29.60% -9.72% 24.46% -27.20% 92.21% 30 days 14 50.0% 0.03% 25.00% 108.64% -37.73% 87.73% -49.27% 409.24% 90 days 13 7.7% -35.80% 29.04% 239.21% -115.51% 173.60% -62.18% 855.61% 180 days 12 8.3% -67.42% 41.03% 345.65% -178.58% 260.64% -84.78% 1185.82% 365 days 9 11.1% -86.31% -19.16% 180.00% -157.52% 119.21% -90.45% 489.19% ======================================================================================================================== Chart 11: TIA-USD (R² = 0.8957)
📊 PRICE PROJECTIONS (Linear Regression - 30 days): Current: $1.65 +30d (1m): $1.00 ($0.870305 - $1.16) +60d (2m): $0.601902 ($0.496220 - $0.730092) Confidence: 89.6% | Valuation: FAIR VALUE ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== TIA - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: -38.31% Rounded target for matching: -38% Similar historical periods found: 10 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 10 70.0% 2.11% 8.63% 14.87% -2.01% 19.27% -6.80% 43.55% 14 days 10 50.0% 0.81% -0.58% 20.82% -15.47% 14.32% -39.49% 42.07% 30 days 10 30.0% -13.29% -1.81% 29.56% -22.95% 19.34% -33.26% 52.47% 90 days 10 60.0% 10.24% -5.38% 31.55% -27.95% 17.19% -52.28% 38.35% 180 days 10 50.0% -1.92% 83.78% 204.05% -62.18% 229.75% -61.14% 651.82% 365 days 9 33.3% -42.59% 2828.70% 8011.65% -3329.60% 8987.00% -71.48% 25487.85% ======================================================================================================================== TIA - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: -49.84% Rounded target for matching: -50% Similar historical periods found: 8 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 8 12.5% -6.63% -6.89% 7.71% -13.33% -0.45% -19.40% 7.23% 14 days 8 62.5% 2.21% 1.64% 12.46% -8.78% 12.06% -21.31% 19.21% 30 days 8 75.0% 10.63% 6.41% 17.53% -8.25% 21.06% -31.45% 25.04% 90 days 8 50.0% 11.25% 15.71% 49.47% -25.65% 57.07% -44.60% 85.03% 180 days 8 37.5% -14.15% -18.70% 34.48% -47.53% 10.13% -61.66% 38.26% 365 days 7 42.9% -60.96% 106.51% 245.72% -120.74% 333.76% -78.71% 618.29% ======================================================================================================================== Chart 12: LEO-USD (R² = 0.8913)
📊 PRICE PROJECTIONS (Linear Regression - 750 days): Current: $8.99 +30d (1m): $10.68 ($8.51 - $13.40) +60d (2m): $11.18 ($8.91 - $14.03) +90d (3m): $11.70 ($9.32 - $14.69) 90-day outlook: 📈 Bullish Trend (+30.1%) Confidence: 89.1% | Valuation: UNDERVALUED 🎯 Historical pattern matches: 15 periods in chart (90d ROC≈-8%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== LEO - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: 2.63% Rounded target for matching: 3% Similar historical periods found: 102 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 102 48.0% -0.09% 0.22% 5.67% -0.90% 1.33% -16.35% 25.58% 14 days 102 52.9% 0.18% 3.21% 13.03% 0.65% 5.77% -25.58% 90.97% 30 days 102 60.8% 1.60% 7.13% 18.94% 3.41% 10.85% -22.13% 65.67% 90 days 102 67.6% 9.61% 15.71% 27.79% 10.25% 21.17% -38.74% 109.67% 180 days 95 83.2% 38.39% 33.55% 39.97% 25.41% 41.70% -51.85% 120.42% 365 days 83 80.7% 71.13% 70.94% 65.40% 56.66% 85.22% -44.72% 247.52% ======================================================================================================================== LEO - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: -7.77% Rounded target for matching: -8% Similar historical periods found: 27 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 27 48.1% -0.00% 1.40% 5.91% -0.93% 3.74% -7.84% 18.98% 14 days 27 66.7% 2.70% 2.41% 6.62% -0.21% 5.03% -8.51% 19.98% 30 days 27 70.4% 4.51% 3.87% 6.50% 1.30% 6.45% -9.87% 15.62% 90 days 21 57.1% 8.74% 10.34% 30.08% -3.36% 24.03% -24.07% 75.67% 180 days 21 57.1% 37.95% 23.44% 50.58% 0.41% 46.46% -36.12% 112.98% 365 days 18 50.0% 14.53% 18.53% 42.91% -2.81% 39.86% -33.84% 66.56% ======================================================================================================================== Chart 13: BGB-USD (R² = 0.8893)
📊 PRICE PROJECTIONS (Linear Regression - 1000 days): Current: $4.26 +30d (1m): $5.13 ($2.59 - $10.14) +60d (2m): $5.68 ($2.87 - $11.23) +90d (3m): $6.29 ($3.18 - $12.44) 90-day outlook: 📈 Bullish Trend (+47.6%) Confidence: 88.9% | Valuation: FAIR VALUE 🎯 Historical pattern matches: 11 periods in chart (90d ROC≈-9%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== BGB - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: -17.27% Rounded target for matching: -17% Similar historical periods found: 14 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 14 78.6% 3.44% 2.25% 8.20% -2.48% 6.99% -13.92% 12.93% 14 days 14 71.4% 5.97% 2.99% 11.59% -3.70% 9.68% -27.28% 23.35% 30 days 14 57.1% 3.79% 5.26% 13.98% -2.81% 13.33% -20.88% 43.44% 90 days 14 64.3% 27.98% 23.84% 34.52% 3.92% 43.77% -14.29% 109.33% 180 days 13 100.0% 33.07% 208.13% 250.29% 56.88% 359.38% 7.61% 602.24% 365 days 9 100.0% 191.10% 218.32% 92.67% 147.09% 289.55% 120.96% 426.23% ======================================================================================================================== BGB - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: -8.54% Rounded target for matching: -9% Similar historical periods found: 12 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 12 58.3% 1.38% 1.34% 4.21% -1.34% 4.02% -5.15% 9.97% 14 days 12 75.0% 2.28% 1.13% 10.51% -5.55% 7.81% -22.73% 15.08% 30 days 12 75.0% 8.11% 7.78% 15.13% -1.83% 17.39% -19.60% 33.15% 90 days 12 83.3% 31.18% 67.66% 135.68% -18.55% 153.86% -1.42% 514.98% 180 days 12 100.0% 168.19% 192.72% 123.39% 114.32% 271.12% 19.55% 506.18% 365 days 10 100.0% 134.78% 141.56% 26.16% 122.84% 160.27% 111.64% 195.32% ======================================================================================================================== Chart 14: JASMY-USD (R² = 0.8777)
📊 PRICE PROJECTIONS (Linear Regression - 30 days): Current: $0.012626 +30d (1m): $0.008388 ($0.007437 - $0.009460) +60d (2m): $0.005656 ($0.004807 - $0.006655) Confidence: 87.8% | Valuation: FAIR VALUE ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== JASMY - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: -30.61% Rounded target for matching: -31% Similar historical periods found: 18 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 18 61.1% 10.76% 8.43% 29.23% -6.11% 22.96% -67.11% 70.27% 14 days 18 33.3% -11.52% -7.77% 29.74% -22.56% 7.02% -83.39% 48.73% 30 days 18 16.7% -20.76% -20.23% 25.52% -32.92% -7.53% -98.83% 28.00% 90 days 18 22.2% -32.93% -36.80% 45.84% -59.59% -14.00% -99.12% 53.46% 180 days 14 35.7% -46.93% -35.75% 53.61% -66.70% -4.79% -98.93% 62.27% 365 days 13 23.1% -55.55% 17.10% 159.13% -79.06% 113.26% -98.57% 359.37% ======================================================================================================================== JASMY - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 0.70% Rounded target for matching: 1% Similar historical periods found: 7 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 7 42.9% -0.54% -5.74% 14.22% -18.89% 7.41% -24.63% 12.75% 14 days 7 42.9% -10.21% 3.91% 41.02% -34.03% 41.84% -31.24% 90.46% 30 days 7 28.6% -11.88% -8.06% 38.18% -43.38% 27.25% -57.82% 60.85% 90 days 7 57.1% 0.44% -10.92% 46.70% -54.11% 32.27% -72.97% 63.53% 180 days 7 42.9% -12.08% 92.28% 228.30% -118.86% 303.42% -86.15% 525.74% 365 days 5 40.0% -61.41% 121.03% 251.14% -190.80% 432.87% -92.90% 474.58% ======================================================================================================================== Chart 15: AB-USD (R² = 0.8564)
📊 PRICE PROJECTIONS (Linear Regression - 30 days): Current: $0.014427 +30d (1m): $0.042000 ($0.030130 - $0.058546) +60d (2m): $0.113253 ($0.072265 - $0.177488) Confidence: 85.6% | Valuation: FAIR VALUE ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ⚠️ Insufficient historical data for forward returns analysis 💡 Need more historical data or try different ROC windows ======================================================================================================================== ======================================================================================================================== 🟢 TOP 13 CRYPTO INSTRUMENTS - UNDERVALUED OPPORTUNITIES ======================================================================================================================== Rank Symbol Under% R² Growth% Price Upside% Window ------------------------------------------------------------------------------------------------------------------------ 1 PENDLE-USD 68.0% 0.780834 454.3% $3.79 213.0% 1000d 2 IMX-USD 63.8% 0.801302 -100.0% $0.004143 176.3% 120 d 3 SOL-USD 51.2% 0.782107 203.4% $145.69 104.9% 1000d 4 FARTCOIN-USD 42.4% 0.805152 29545.0% $1.04 73.5% 120 d 5 HYPE-USD 41.2% 0.831823 -97.1% $0.000005 70.2% 1000d 6 XRP-USD 40.4% 0.722481 724.3% $2.18 67.7% 365 d 7 VIRTUAL-USD 37.4% 0.718348 83485.2% $1.69 59.8% 90 d 8 TKX-USD 35.4% 0.739888 481.5% $26.80 54.7% 365 d 9 BNB-USD 24.2% 0.767262 90.4% $642.72 31.9% 750 d 10 QNT-USD 15.6% 0.779922 1213.0% $99.23 18.5% 90 d 11 LEO-USD 11.8% 0.891319 74.5% $8.99 13.4% 750 d 12 BTC-USD 11.8% 0.936020 103.4% $104.7K 13.4% 1000d 13 FTN-USD 11.1% 0.989746 136.2% $4.43 12.5% 750 d 📊 DISPLAYING ALL 13 UNDERVALUED CRYPTO OPPORTUNITY CHARTS: -------------------------------------------------------------------------------- Chart 1: PENDLE-USD (Undervalued by 68.0%)
📊 PRICE PROJECTIONS (Linear Regression - 1000 days): Current: $3.79 +30d (1m): $13.67 ($3.33 - $56.04) +60d (2m): $15.73 ($3.84 - $64.53) +90d (3m): $18.11 ($4.41 - $74.31) 90-day outlook: 📈 Bullish Trend (+377.4%) Confidence: 78.1% | Valuation: UNDERVALUED 🎯 Historical pattern matches: 2 periods in chart (90d ROC≈52%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== PENDLE - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: -13.33% Rounded target for matching: -13% Similar historical periods found: 16 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 16 25.0% -12.64% -0.51% 30.54% -16.78% 15.77% -21.17% 103.74% 14 days 16 31.2% -6.12% -0.99% 33.63% -18.92% 16.93% -39.51% 91.69% 30 days 16 50.0% -1.14% -8.63% 37.51% -28.62% 11.36% -65.89% 44.13% 90 days 16 50.0% 7.21% 11.12% 53.84% -17.57% 39.81% -62.59% 80.46% 180 days 14 50.0% -6.66% 171.02% 324.89% -16.57% 358.60% -92.66% 966.22% 365 days 13 53.8% 151.33% 395.20% 632.96% 12.71% 777.70% -95.18% 1890.62% ======================================================================================================================== Chart 2: IMX-USD (Undervalued by 63.8%) Error plotting IMX-USD: index 209 is out of bounds for axis 0 with size 180 Chart 3: SOL-USD (Undervalued by 51.2%)
📊 PRICE PROJECTIONS (Linear Regression - 1000 days): Current: $145.69 +30d (1m): $326.97 ($131.45 - $813.29) +60d (2m): $358.20 ($143.98 - $891.13) +90d (3m): $392.41 ($157.71 - $976.44) 90-day outlook: 📈 Bullish Trend (+169.3%) Confidence: 78.2% | Valuation: UNDERVALUED 🎯 Historical pattern matches: 4 periods in chart (90d ROC≈13%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== SOL - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: -13.53% Rounded target for matching: -14% Similar historical periods found: 30 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 30 43.3% -3.49% 2.70% 20.66% -5.01% 10.41% -16.53% 88.15% 14 days 30 50.0% -0.10% 6.85% 28.33% -3.73% 17.43% -26.63% 107.55% 30 days 30 56.7% 4.25% 15.22% 55.13% -5.37% 35.80% -57.71% 212.76% 90 days 29 62.1% 16.73% 126.82% 239.03% 35.90% 217.74% -62.04% 1001.01% 180 days 27 63.0% 19.80% 372.65% 616.61% 128.73% 616.58% -80.99% 2102.03% 365 days 24 87.5% 557.21% 2006.51% 3577.01% 496.08% 3516.95% -93.80% 12194.68% ======================================================================================================================== SOL - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 13.44% Rounded target for matching: 13% Similar historical periods found: 5 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 5 0.0% -9.24% -10.44% 4.53% -16.06% -4.82% -16.86% -4.00% 14 days 5 0.0% -8.85% -8.39% 3.03% -12.14% -4.63% -12.46% -3.17% 30 days 5 40.0% -10.44% -2.48% 18.55% -25.51% 20.56% -21.17% 26.30% 90 days 5 100.0% 117.22% 136.65% 134.67% -30.56% 303.86% 19.31% 387.37% 180 days 5 80.0% 323.90% 261.32% 149.03% 76.27% 446.36% -12.97% 413.67% 365 days 4 100.0% 531.17% 412.34% 237.58% 34.29% 790.39% 4.00% 583.02% ======================================================================================================================== Chart 4: FARTCOIN-USD (Undervalued by 42.4%) Error plotting FARTCOIN-USD: index 209 is out of bounds for axis 0 with size 180 Chart 5: HYPE-USD (Undervalued by 41.2%)
📊 PRICE PROJECTIONS (Linear Regression - 1000 days): Current: $0.000005 +30d (1m): $0.000007 ($0.000001 - $0.000082) +60d (2m): $0.000005 ($0.000000 - $0.000061) +90d (3m): $0.000004 ($0.000000 - $0.000046) 90-day outlook: 📉 Bearish Trend (-29.1%) Confidence: 83.2% | Valuation: UNDERVALUED 🎯 Historical pattern matches: 19 periods in chart (90d ROC≈-84%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== HYPE - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: -66.23% Rounded target for matching: -66% Similar historical periods found: 5 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 5 20.0% -7.14% -4.98% 7.41% -14.18% 4.22% -12.68% 7.14% 14 days 5 40.0% -6.87% 0.71% 19.70% -23.75% 25.18% -20.93% 35.71% 30 days 5 20.0% -5.09% -21.42% 35.52% -65.52% 22.68% -86.51% 14.29% 90 days 3 0.0% -75.17% -53.38% 32.26% -133.53% 26.76% -77.21% -7.77% 180 days 3 33.3% -67.91% 302.45% 537.31% -1032.30% 1637.21% -86.98% 1062.25% ======================================================================================================================== HYPE - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: -84.11% Rounded target for matching: -84% Similar historical periods found: 28 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 28 28.6% -5.48% -9.59% 15.69% -15.68% -3.51% -38.49% 25.89% 14 days 28 21.4% -19.80% -17.57% 22.83% -26.43% -8.72% -50.35% 38.91% 30 days 28 25.0% -26.16% -26.32% 36.45% -40.45% -12.18% -76.91% 109.53% 90 days 28 39.3% -59.53% 333.50% 666.97% 74.87% 592.13% -95.60% 2131.91% 180 days 28 39.3% -88.76% 395.38% 790.96% 88.68% 702.08% -97.52% 2614.96% 365 days 26 3.8% -88.37% -80.14% 25.99% -90.64% -69.64% -99.22% 4.44% ======================================================================================================================== Chart 6: XRP-USD (Undervalued by 40.4%)
📊 PRICE PROJECTIONS (Linear Regression - 365 days): Current: $2.18 +30d (1m): $4.34 ($2.06 - $9.16) +60d (2m): $5.16 ($2.44 - $10.91) +90d (3m): $6.14 ($2.90 - $13.00) 90-day outlook: 📈 Bullish Trend (+182.1%) Confidence: 72.2% | Valuation: UNDERVALUED 🎯 Historical pattern matches: 6 periods in chart (90d ROC≈-9%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== XRP - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: -7.67% Rounded target for matching: -8% Similar historical periods found: 49 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 49 30.6% -2.19% -2.33% 8.35% -4.73% 0.07% -25.55% 13.62% 14 days 49 53.1% 0.35% 2.12% 18.70% -3.25% 7.49% -38.98% 54.15% 30 days 49 63.3% 6.15% 10.49% 31.14% 1.55% 19.43% -33.41% 166.10% 90 days 49 67.3% 7.49% 24.82% 75.24% 3.21% 46.43% -50.09% 383.35% 180 days 47 59.6% 10.47% 51.33% 123.70% 15.01% 87.64% -66.13% 404.55% 365 days 42 57.1% 12.14% 61.06% 132.51% 19.76% 102.35% -63.38% 405.22% ======================================================================================================================== XRP - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: -8.55% Rounded target for matching: -9% Similar historical periods found: 35 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 35 51.4% 0.26% 0.39% 10.41% -3.18% 3.97% -35.68% 28.83% 14 days 35 51.4% 0.38% 2.11% 18.14% -4.12% 8.34% -29.87% 51.80% 30 days 35 57.1% 3.05% 20.29% 55.65% 1.18% 39.41% -34.49% 281.77% 90 days 34 64.7% 10.28% 58.87% 145.19% 8.21% 109.53% -38.24% 506.08% 180 days 32 68.8% 18.33% 47.19% 105.08% 9.30% 85.07% -61.51% 340.03% 365 days 29 62.1% 97.34% 163.38% 214.55% 81.77% 244.99% -64.24% 653.04% ======================================================================================================================== Chart 7: VIRTUAL-USD (Undervalued by 37.4%) Error plotting VIRTUAL-USD: index 179 is out of bounds for axis 0 with size 150 Chart 8: TKX-USD (Undervalued by 35.4%)
📊 PRICE PROJECTIONS (Linear Regression - 365 days): Current: $26.80 +30d (1m): $47.92 ($26.39 - $87.03) +60d (2m): $55.38 ($30.47 - $100.68) +90d (3m): $64.01 ($35.17 - $116.48) 90-day outlook: 📈 Bullish Trend (+138.8%) Confidence: 74.0% | Valuation: UNDERVALUED 🎯 Historical pattern matches: 8 periods in chart (90d ROC≈-17%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== TKX - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: -18.44% Rounded target for matching: -18% Similar historical periods found: 14 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 14 50.0% 0.04% -2.09% 10.50% -8.15% 3.97% -24.95% 13.91% 14 days 14 71.4% 3.63% -0.38% 12.28% -7.47% 6.71% -36.19% 12.49% 30 days 14 57.1% 1.20% 0.08% 14.91% -8.53% 8.68% -38.00% 35.06% 90 days 14 50.0% 0.19% 15.08% 40.84% -8.50% 38.67% -38.58% 104.40% 180 days 14 71.4% 186.88% 141.88% 114.36% 75.85% 207.91% -32.02% 323.73% 365 days 10 80.0% 69.90% 74.86% 56.99% 34.09% 115.63% -20.11% 172.35% ======================================================================================================================== TKX - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: -17.11% Rounded target for matching: -17% Similar historical periods found: 23 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 23 52.2% 0.70% 0.32% 9.75% -3.90% 4.53% -24.42% 17.18% 14 days 23 52.2% 1.01% -1.87% 13.00% -7.49% 3.76% -28.07% 22.81% 30 days 23 69.6% 14.58% 5.69% 18.45% -2.29% 13.67% -25.39% 33.76% 90 days 23 65.2% 103.64% 118.48% 151.75% 52.86% 184.10% -39.19% 470.50% 180 days 23 82.6% 198.53% 144.35% 109.99% 96.79% 191.92% -25.74% 307.17% 365 days 15 86.7% 87.15% 88.16% 63.55% 52.97% 123.36% -18.30% 189.09% ======================================================================================================================== Chart 9: BNB-USD (Undervalued by 24.2%)
📊 PRICE PROJECTIONS (Linear Regression - 750 days): Current: $642.72 +30d (1m): $893.58 ($590.49 - $1.4K) +60d (2m): $942.16 ($622.50 - $1.4K) +90d (3m): $993.37 ($656.24 - $1.5K) 90-day outlook: 📈 Bullish Trend (+54.6%) Confidence: 76.7% | Valuation: UNDERVALUED 🎯 Historical pattern matches: 7 periods in chart (90d ROC≈1%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== BNB - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: -1.17% Rounded target for matching: -1% Similar historical periods found: 79 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 79 51.9% 0.08% 0.53% 6.13% -0.85% 1.90% -16.39% 18.43% 14 days 79 50.6% 0.14% 1.54% 11.31% -1.00% 4.07% -45.27% 30.79% 30 days 79 60.8% 1.76% 2.06% 15.58% -1.43% 5.55% -47.81% 45.46% 90 days 75 53.3% 2.06% 24.97% 120.62% -2.78% 52.72% -51.14% 994.45% 180 days 71 73.2% 20.74% 190.52% 525.57% 66.12% 314.92% -62.92% 2248.88% 365 days 59 74.6% 100.29% 391.67% 698.52% 209.64% 573.71% -52.21% 2242.97% ======================================================================================================================== BNB - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 1.28% Rounded target for matching: 1% Similar historical periods found: 22 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 22 40.9% -1.53% -2.36% 10.49% -7.01% 2.29% -25.34% 26.25% 14 days 22 27.3% -4.08% -5.53% 12.20% -10.94% -0.12% -29.19% 23.06% 30 days 22 31.8% -5.31% -6.63% 13.20% -12.49% -0.78% -26.37% 21.45% 90 days 22 54.5% 2.20% -2.94% 21.85% -12.62% 6.75% -29.72% 48.10% 180 days 21 38.1% -14.13% 8.90% 55.86% -16.53% 34.33% -50.56% 140.32% 365 days 17 70.6% 90.33% 346.34% 793.66% -61.72% 754.40% -25.14% 2575.53% ======================================================================================================================== Chart 10: QNT-USD (Undervalued by 15.6%) Error plotting QNT-USD: index 179 is out of bounds for axis 0 with size 150 Chart 11: LEO-USD (Undervalued by 11.8%)
📊 PRICE PROJECTIONS (Linear Regression - 750 days): Current: $8.99 +30d (1m): $10.68 ($8.51 - $13.40) +60d (2m): $11.18 ($8.91 - $14.03) +90d (3m): $11.70 ($9.32 - $14.69) 90-day outlook: 📈 Bullish Trend (+30.1%) Confidence: 89.1% | Valuation: UNDERVALUED 🎯 Historical pattern matches: 15 periods in chart (90d ROC≈-8%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== LEO - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: 2.63% Rounded target for matching: 3% Similar historical periods found: 102 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 102 48.0% -0.09% 0.22% 5.67% -0.90% 1.33% -16.35% 25.58% 14 days 102 52.9% 0.18% 3.21% 13.03% 0.65% 5.77% -25.58% 90.97% 30 days 102 60.8% 1.60% 7.13% 18.94% 3.41% 10.85% -22.13% 65.67% 90 days 102 67.6% 9.61% 15.71% 27.79% 10.25% 21.17% -38.74% 109.67% 180 days 95 83.2% 38.39% 33.55% 39.97% 25.41% 41.70% -51.85% 120.42% 365 days 83 80.7% 71.13% 70.94% 65.40% 56.66% 85.22% -44.72% 247.52% ======================================================================================================================== LEO - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: -7.77% Rounded target for matching: -8% Similar historical periods found: 27 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 27 48.1% -0.00% 1.40% 5.91% -0.93% 3.74% -7.84% 18.98% 14 days 27 66.7% 2.70% 2.41% 6.62% -0.21% 5.03% -8.51% 19.98% 30 days 27 70.4% 4.51% 3.87% 6.50% 1.30% 6.45% -9.87% 15.62% 90 days 21 57.1% 8.74% 10.34% 30.08% -3.36% 24.03% -24.07% 75.67% 180 days 21 57.1% 37.95% 23.44% 50.58% 0.41% 46.46% -36.12% 112.98% 365 days 18 50.0% 14.53% 18.53% 42.91% -2.81% 39.86% -33.84% 66.56% ======================================================================================================================== Chart 12: BTC-USD (Undervalued by 11.8%)
📊 PRICE PROJECTIONS (Linear Regression - 1000 days): Current: $104.7K +30d (1m): $125.8K ($94.3K - $168.0K) +60d (2m): $133.4K ($100.0K - $178.1K) +90d (3m): $141.4K ($106.0K - $188.8K) 90-day outlook: 📈 Bullish Trend (+35.1%) Confidence: 93.6% | Valuation: UNDERVALUED 🎯 Historical pattern matches: 9 periods in chart (90d ROC≈25%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== BTC - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: -1.99% Rounded target for matching: -2% Similar historical periods found: 86 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 86 51.2% 0.42% 0.81% 8.77% -1.07% 2.69% -32.94% 23.72% 14 days 86 59.3% 1.67% 1.55% 12.84% -1.20% 4.30% -31.10% 34.34% 30 days 86 52.3% 0.90% 1.91% 22.91% -3.00% 6.83% -60.32% 55.33% 90 days 83 49.4% -0.55% 9.53% 55.96% -2.69% 21.75% -62.14% 355.12% 180 days 78 62.8% 27.18% 39.36% 84.42% 20.32% 58.39% -62.12% 339.80% 365 days 70 75.7% 69.12% 101.99% 160.03% 63.83% 140.15% -76.74% 1117.48% ======================================================================================================================== BTC - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 24.54% Rounded target for matching: 25% Similar historical periods found: 32 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 32 71.9% 2.91% 4.54% 6.85% 2.07% 7.01% -5.64% 23.00% 14 days 32 84.4% 5.20% 8.57% 11.10% 4.57% 12.57% -13.07% 32.32% 30 days 32 78.1% 9.68% 18.57% 22.60% 10.42% 26.72% -7.50% 84.85% 90 days 32 81.2% 19.60% 60.71% 99.28% 24.91% 96.50% -17.00% 420.08% 180 days 32 84.4% 56.78% 125.03% 145.31% 72.64% 177.42% -18.30% 436.19% 365 days 31 83.9% 138.50% 223.84% 232.00% 138.75% 308.94% -58.80% 1021.80% ======================================================================================================================== Chart 13: FTN-USD (Undervalued by 11.1%)
📊 PRICE PROJECTIONS (Linear Regression - 750 days): Current: $4.43 +30d (1m): $5.35 ($4.83 - $5.92) +60d (2m): $5.74 ($5.18 - $6.36) +90d (3m): $6.16 ($5.56 - $6.82) 90-day outlook: 📈 Bullish Trend (+39.0%) Confidence: 99.0% | Valuation: UNDERVALUED 🎯 Historical pattern matches: 27 periods in chart (90d ROC≈10%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== FTN - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: 0.61% Rounded target for matching: 1% Similar historical periods found: 45 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 45 84.4% 0.90% 1.57% 2.74% 0.74% 2.39% -9.83% 7.99% 14 days 45 95.6% 4.67% 3.67% 3.35% 2.66% 4.68% -5.19% 11.00% 30 days 45 97.8% 6.57% 7.34% 5.56% 5.67% 9.01% -1.01% 24.09% 90 days 30 100.0% 24.63% 22.67% 12.93% 17.84% 27.49% 2.78% 50.28% 180 days 18 100.0% 57.94% 56.40% 9.65% 51.60% 61.20% 42.34% 81.28% 365 days 12 100.0% 130.87% 136.52% 17.73% 125.26% 147.78% 107.67% 159.93% ======================================================================================================================== FTN - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 9.87% Rounded target for matching: 10% Similar historical periods found: 27 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 27 92.6% 1.35% 1.80% 2.51% 0.80% 2.79% -6.46% 7.38% 14 days 27 96.3% 2.37% 3.53% 2.71% 2.46% 4.60% -1.47% 9.84% 30 days 27 96.3% 4.08% 7.68% 6.57% 5.09% 10.28% -1.26% 24.09% 90 days 10 100.0% 38.23% 40.12% 6.92% 35.17% 45.07% 29.63% 50.28% 180 days 10 100.0% 60.90% 62.76% 5.55% 58.79% 66.73% 56.73% 76.41% 365 days 3 100.0% 159.54% 159.21% 0.53% 157.90% 160.52% 158.47% 159.63% ======================================================================================================================== ======================================================================================================================== 🔴 TOP 13 CRYPTO INSTRUMENTS - OVERVALUED WARNINGS ======================================================================================================================== Rank Symbol Over% R² Growth% Price Risk% Window ------------------------------------------------------------------------------------------------------------------------ 1 WAL-USD 223.3% 0.927294 -95.6% $0.000088 69.1% 1000d 2 TRUMP-USD 81.4% 0.816510 -94.9% $0.000595 44.9% 365 d 3 WBT-USD 44.7% 0.930926 196.8% $49.28 30.9% 750 d 4 APT-USD 39.7% 0.943735 -84.2% $0.000131 28.4% 500 d 5 GRT-USD 32.4% 0.767153 -89.7% $0.454301 24.5% 180 d 6 PEPE-USD 25.7% 0.778587 -98.3% $0.000006 20.4% 90 d 7 STX-USD 21.9% 0.842781 -76.8% $0.002834 17.9% 365 d 8 ICP-USD 19.1% 0.735290 -81.6% $5.08 16.1% 180 d 9 THETA-USD 19.0% 0.782857 -93.1% $0.683229 16.0% 180 d 10 ENA-USD 18.3% 0.711193 -92.0% $0.286757 15.4% 180 d 11 XTZ-USD 15.1% 0.807143 -86.9% $0.534569 13.1% 180 d 12 RAY-USD 14.6% 0.783944 -99.8% $2.22 12.7% 30 d 13 XMR-USD 13.8% 0.804074 88.4% $314.51 12.2% 500 d 📊 DISPLAYING ALL 13 OVERVALUED CRYPTO WARNING CHARTS: -------------------------------------------------------------------------------- Chart 1: WAL-USD (Overvalued by 223.3%)
📊 PRICE PROJECTIONS (Linear Regression - 1000 days): Current: $0.000088 +30d (1m): $0.000021 ($0.000005 - $0.000082) +60d (2m): $0.000016 ($0.000004 - $0.000063) +90d (3m): $0.000013 ($0.000003 - $0.000049) 90-day outlook: 📉 Bearish Trend (-85.7%) Confidence: 92.7% | Valuation: OVERVALUED 🎯 Historical pattern matches: 3 periods in chart (90d ROC≈48%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ⚠️ Insufficient historical data for forward returns analysis 💡 Need more historical data or try different ROC windows ======================================================================================================================== Chart 2: TRUMP-USD (Overvalued by 81.4%)
📊 PRICE PROJECTIONS (Linear Regression - 365 days): Current: $0.000595 +30d (1m): $0.000257 ($0.000115 - $0.000574) +60d (2m): $0.000201 ($0.000090 - $0.000451) +90d (3m): $0.000158 ($0.000070 - $0.000354) 90-day outlook: 📉 Bearish Trend (-73.5%) Confidence: 81.7% | Valuation: OVERVALUED 🎯 Historical pattern matches: 1 periods in chart (90d ROC≈4%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== TRUMP - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: 2.24% Rounded target for matching: 2% Similar historical periods found: 15 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 15 40.0% -3.97% -1.38% 25.08% -15.27% 12.51% -38.27% 70.82% 14 days 15 33.3% -6.14% -4.03% 24.80% -17.77% 9.71% -37.99% 48.96% 30 days 15 40.0% -23.36% -2.52% 58.38% -34.85% 29.81% -96.44% 132.34% 90 days 15 26.7% -27.88% 24.98% 159.01% -63.07% 113.04% -95.50% 539.22% 180 days 15 20.0% -57.76% -42.09% 53.45% -71.69% -12.49% -97.52% 60.89% 365 days 14 21.4% -57.01% 63.13% 278.20% -97.50% 223.75% -99.83% 913.50% ======================================================================================================================== TRUMP - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 4.39% Rounded target for matching: 4% Similar historical periods found: 8 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 8 25.0% -7.17% 9.98% 46.63% -29.00% 48.97% -17.39% 130.55% 14 days 8 37.5% -14.94% 23.78% 97.74% -57.93% 105.49% -79.70% 217.09% 30 days 8 12.5% -42.66% -46.59% 36.31% -76.94% -16.23% -96.59% 0.78% 90 days 8 25.0% -50.51% -35.45% 48.89% -76.33% 5.42% -95.64% 60.46% 180 days 7 14.3% -38.57% -38.53% 30.82% -67.03% -10.02% -97.86% 14.72% 365 days 7 42.9% -13.68% 175.58% 273.02% -76.92% 428.08% -85.30% 552.95% ======================================================================================================================== Chart 3: WBT-USD (Overvalued by 44.7%)
📊 PRICE PROJECTIONS (Linear Regression - 750 days): Current: $49.28 +30d (1m): $37.24 ($26.35 - $52.65) +60d (2m): $40.73 ($28.81 - $57.58) +90d (3m): $44.54 ($31.50 - $62.97) 90-day outlook: 📉 Bearish Trend (-9.6%) Confidence: 93.1% | Valuation: OVERVALUED 🎯 Historical pattern matches: 1 periods in chart (90d ROC≈73%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ⚠️ Insufficient historical data for forward returns analysis 💡 Need more historical data or try different ROC windows ======================================================================================================================== Chart 4: APT-USD (Overvalued by 39.7%)
📊 PRICE PROJECTIONS (Linear Regression - 500 days): Current: $0.000131 +30d (1m): $0.000081 ($0.000057 - $0.000115) +60d (2m): $0.000069 ($0.000049 - $0.000099) +90d (3m): $0.000060 ($0.000042 - $0.000085) 90-day outlook: 📉 Bearish Trend (-54.6%) Confidence: 94.4% | Valuation: OVERVALUED 🎯 Historical pattern matches: 4 periods in chart (90d ROC≈-7%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== APT - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: -4.30% Rounded target for matching: -4% Similar historical periods found: 39 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 39 33.3% 0.00% 1.24% 15.66% -3.84% 6.31% -23.67% 93.24% 14 days 39 35.9% -1.39% 7.71% 36.01% -3.96% 19.38% -55.04% 152.14% 30 days 39 41.0% -2.19% -6.83% 28.09% -15.94% 2.27% -49.87% 115.09% 90 days 19 21.1% -41.79% 23.87% 207.47% -76.13% 123.87% -83.25% 866.04% 180 days 16 25.0% -68.96% 109.82% 322.08% -61.80% 281.45% -84.26% 781.88% 365 days 11 36.4% -82.11% -7.08% 106.89% -78.89% 64.73% -95.80% 163.87% ======================================================================================================================== Chart 5: GRT-USD (Overvalued by 32.4%)
📊 PRICE PROJECTIONS (Linear Regression - 180 days): Current: $0.454301 +30d (1m): $0.284660 ($0.199057 - $0.407076) +60d (2m): $0.236174 ($0.164680 - $0.338706) +90d (3m): $0.195947 ($0.136158 - $0.281989) 90-day outlook: 📉 Bearish Trend (-56.9%) Confidence: 76.7% | Valuation: OVERVALUED ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ⚠️ Insufficient historical data for forward returns analysis 💡 Need more historical data or try different ROC windows ======================================================================================================================== Chart 6: PEPE-USD (Overvalued by 25.7%) Error plotting PEPE-USD: index 179 is out of bounds for axis 0 with size 150 Chart 7: STX-USD (Overvalued by 21.9%)
📊 PRICE PROJECTIONS (Linear Regression - 365 days): Current: $0.002834 +30d (1m): $0.002063 ($0.001439 - $0.002958) +60d (2m): $0.001830 ($0.001276 - $0.002625) +90d (3m): $0.001623 ($0.001131 - $0.002330) 90-day outlook: 📉 Bearish Trend (-42.7%) Confidence: 84.3% | Valuation: OVERVALUED 🎯 Historical pattern matches: 1 periods in chart (90d ROC≈-9%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== STX - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: 5.10% Rounded target for matching: 5% Similar historical periods found: 14 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 14 35.7% -1.09% 0.39% 14.77% -8.14% 8.92% -19.94% 38.65% 14 days 14 35.7% -9.06% -0.28% 20.34% -12.03% 11.46% -27.51% 53.33% 30 days 14 64.3% 25.41% 23.13% 35.86% 2.42% 43.83% -21.06% 86.37% 90 days 14 50.0% 4.24% 729.02% 2646.39% -798.96% 2257.00% -99.06% 10269.71% 180 days 13 46.2% -12.37% 13.29% 86.03% -38.70% 65.28% -99.24% 226.41% 365 days 13 53.8% 35.99% 77.14% 196.22% -41.44% 195.71% -99.86% 478.11% ======================================================================================================================== STX - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: -8.57% Rounded target for matching: -9% Similar historical periods found: 11 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 11 63.6% 3.56% 2.44% 13.15% -6.39% 11.28% -22.96% 26.35% 14 days 11 81.8% 8.95% 10.69% 28.15% -8.22% 29.61% -28.66% 82.41% 30 days 11 54.5% 21.92% 14.68% 34.63% -8.58% 37.95% -23.38% 95.57% 90 days 11 63.6% 51.66% 79.63% 125.54% -4.71% 163.97% -99.34% 339.51% 180 days 11 81.8% 81.97% 209.66% 342.39% -20.36% 439.68% -99.50% 1212.96% 365 days 10 90.0% 434.13% 870.99% 954.50% 188.18% 1553.80% -99.28% 2462.06% ======================================================================================================================== Chart 8: ICP-USD (Overvalued by 19.1%)
📊 PRICE PROJECTIONS (Linear Regression - 180 days): Current: $5.08 +30d (1m): $3.71 ($2.77 - $4.96) +60d (2m): $3.23 ($2.41 - $4.32) +90d (3m): $2.81 ($2.09 - $3.77) 90-day outlook: 📉 Bearish Trend (-44.7%) Confidence: 73.5% | Valuation: OVERVALUED 🎯 Historical pattern matches: 1 periods in chart (90d ROC≈-10%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== ICP - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: -3.49% Rounded target for matching: -3% Similar historical periods found: 32 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 32 31.2% -2.24% -2.68% 8.24% -5.65% 0.29% -27.98% 18.08% 14 days 32 25.0% -4.33% -9.32% 14.18% -14.43% -4.20% -40.38% 25.68% 30 days 32 25.0% -15.95% -13.06% 26.23% -22.52% -3.60% -55.97% 54.86% 90 days 32 18.8% -37.22% -16.76% 71.82% -42.65% 9.14% -59.04% 340.42% 180 days 29 34.5% -18.36% 18.50% 126.74% -29.71% 66.71% -82.79% 470.80% 365 days 26 34.6% -52.22% 8.68% 109.12% -35.39% 52.76% -91.72% 248.99% ======================================================================================================================== ICP - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: -10.15% Rounded target for matching: -10% Similar historical periods found: 13 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 13 23.1% -6.39% -7.75% 10.27% -13.96% -1.55% -23.71% 10.46% 14 days 13 23.1% -14.22% -10.96% 11.14% -17.69% -4.23% -26.65% 12.21% 30 days 13 0.0% -13.26% -15.98% 9.96% -22.01% -9.96% -38.82% -3.57% 90 days 13 7.7% -35.22% -33.86% 28.15% -50.87% -16.85% -55.01% 55.83% 180 days 12 8.3% -30.52% -32.20% 27.57% -49.71% -14.68% -74.29% 14.47% 365 days 11 36.4% -50.73% 9.77% 103.28% -59.62% 79.15% -89.48% 155.39% ======================================================================================================================== Chart 9: THETA-USD (Overvalued by 19.0%)
📊 PRICE PROJECTIONS (Linear Regression - 180 days): Current: $0.683229 +30d (1m): $0.461132 ($0.308665 - $0.688912) +60d (2m): $0.370361 ($0.247112 - $0.555081) +90d (3m): $0.297458 ($0.197699 - $0.447554) 90-day outlook: 📉 Bearish Trend (-56.5%) Confidence: 78.3% | Valuation: OVERVALUED 🎯 Historical pattern matches: 1 periods in chart (90d ROC≈-25%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== THETA - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: -24.96% Rounded target for matching: -25% Similar historical periods found: 26 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 26 46.2% -2.81% -2.69% 12.02% -7.54% 2.17% -33.96% 24.71% 14 days 26 57.7% 1.14% 2.52% 17.67% -4.62% 9.65% -31.09% 46.51% 30 days 26 46.2% -3.42% 5.89% 33.75% -7.74% 19.53% -43.07% 94.00% 90 days 23 52.2% 1.86% 18.42% 75.27% -14.13% 50.97% -68.74% 249.75% 180 days 21 38.1% -7.66% 117.77% 412.68% -70.08% 305.62% -61.96% 1783.11% 365 days 18 38.9% -44.40% 887.96% 3311.19% -758.65% 2534.58% -86.58% 14477.05% ======================================================================================================================== THETA - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: -25.49% Rounded target for matching: -25% Similar historical periods found: 26 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 26 46.2% -2.16% -1.35% 12.31% -6.32% 3.62% -47.20% 22.53% 14 days 26 38.5% -1.72% -0.27% 17.12% -7.19% 6.64% -44.22% 39.88% 30 days 26 50.0% -0.37% 3.31% 41.33% -13.38% 20.00% -60.51% 122.50% 90 days 26 46.2% -8.22% 15.11% 73.65% -14.64% 44.86% -63.61% 259.21% 180 days 25 48.0% -13.49% 70.51% 241.61% -29.23% 170.24% -70.58% 892.23% 365 days 24 79.2% 112.56% 1482.85% 4315.90% -339.60% 3305.29% -81.46% 15957.83% ======================================================================================================================== Chart 10: ENA-USD (Overvalued by 18.3%)
📊 PRICE PROJECTIONS (Linear Regression - 180 days): Current: $0.286757 +30d (1m): $0.196984 ($0.124319 - $0.312123) +60d (2m): $0.160037 ($0.100630 - $0.254513) +90d (3m): $0.130019 ($0.081391 - $0.207699) 90-day outlook: 📉 Bearish Trend (-54.7%) Confidence: 71.1% | Valuation: OVERVALUED 🎯 Historical pattern matches: 2 periods in chart (90d ROC≈-18%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ⚠️ Insufficient historical data for forward returns analysis 💡 Need more historical data or try different ROC windows ======================================================================================================================== Chart 11: XTZ-USD (Overvalued by 15.1%)
📊 PRICE PROJECTIONS (Linear Regression - 180 days): Current: $0.534569 +30d (1m): $0.393105 ($0.295881 - $0.522275) +60d (2m): $0.332592 ($0.249766 - $0.442883) +90d (3m): $0.281394 ($0.210737 - $0.375739) 90-day outlook: 📉 Bearish Trend (-47.4%) Confidence: 80.7% | Valuation: OVERVALUED 🎯 Historical pattern matches: 1 periods in chart (90d ROC≈-22%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== XTZ - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: -14.40% Rounded target for matching: -14% Similar historical periods found: 28 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 28 53.6% 0.40% 0.95% 11.51% -3.52% 5.41% -18.53% 25.74% 14 days 28 50.0% 0.45% 2.33% 18.57% -4.87% 9.53% -24.39% 58.72% 30 days 28 46.4% -2.96% 4.81% 30.67% -7.08% 16.70% -43.75% 81.49% 90 days 24 54.2% 3.62% 25.06% 70.32% -4.63% 54.75% -65.26% 191.51% 180 days 23 52.2% 26.48% 25.71% 83.37% -10.34% 61.76% -90.71% 242.37% 365 days 19 36.8% -49.43% -2.35% 81.66% -41.71% 37.01% -67.90% 188.99% ======================================================================================================================== XTZ - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: -21.89% Rounded target for matching: -22% Similar historical periods found: 38 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 38 31.6% -1.92% -2.10% 8.51% -4.90% 0.70% -23.99% 16.88% 14 days 38 34.2% -2.50% -5.57% 11.85% -9.47% -1.68% -28.97% 15.95% 30 days 38 15.8% -8.26% -7.54% 15.44% -12.61% -2.46% -32.57% 38.97% 90 days 37 51.4% 6.25% 10.83% 42.84% -3.45% 25.11% -62.86% 124.77% 180 days 37 56.8% 18.89% 25.17% 60.26% 5.08% 45.26% -63.82% 169.32% 365 days 30 53.3% 1.23% 20.64% 90.05% -12.98% 54.27% -79.69% 276.51% ======================================================================================================================== Chart 12: RAY-USD (Overvalued by 14.6%)
📊 PRICE PROJECTIONS (Linear Regression - 30 days): Current: $2.22 +30d (1m): $1.15 ($0.919846 - $1.44) +60d (2m): $0.682989 ($0.504493 - $0.924639) Confidence: 78.4% | Valuation: OVERVALUED ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== RAY - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: -30.46% Rounded target for matching: -30% Similar historical periods found: 20 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 20 25.0% -4.82% -6.30% 9.21% -10.61% -1.99% -34.15% 4.37% 14 days 20 25.0% -10.24% -8.77% 14.21% -15.42% -2.12% -30.90% 25.80% 30 days 20 35.0% -10.28% -0.91% 40.02% -19.64% 17.82% -49.72% 124.69% 90 days 20 35.0% -48.41% 34.82% 135.31% -28.51% 98.15% -70.03% 275.59% 180 days 20 35.0% -72.00% -20.33% 87.90% -61.47% 20.81% -91.30% 210.36% 365 days 17 5.9% -94.66% -24.73% 256.99% -156.87% 107.40% -98.01% 1002.39% ======================================================================================================================== Chart 13: XMR-USD (Overvalued by 13.8%)
📊 PRICE PROJECTIONS (Linear Regression - 500 days): Current: $314.51 +30d (1m): $291.05 ($228.04 - $371.48) +60d (2m): $306.60 ($240.17 - $391.40) +90d (3m): $322.98 ($252.94 - $412.41) 90-day outlook: ➡️ Sideways Trend (+2.7%) Confidence: 80.4% | Valuation: OVERVALUED 🎯 Historical pattern matches: 4 periods in chart (90d ROC≈48%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== XMR - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: -10.67% Rounded target for matching: -11% Similar historical periods found: 54 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 54 61.1% 0.81% 0.42% 9.96% -2.29% 3.14% -24.27% 35.58% 14 days 54 57.4% 2.26% 0.89% 17.05% -3.76% 5.55% -45.53% 72.48% 30 days 54 57.4% 1.14% 0.09% 20.74% -5.58% 5.75% -42.58% 65.07% 90 days 54 55.6% 7.00% 7.38% 40.39% -3.65% 18.40% -58.89% 202.49% 180 days 52 57.7% 2.44% 9.61% 53.50% -5.28% 24.51% -64.40% 243.86% 365 days 47 70.2% 18.00% 31.70% 82.50% 7.48% 55.92% -65.04% 364.29% ======================================================================================================================== XMR - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 47.80% Rounded target for matching: 48% Similar historical periods found: 13 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 13 53.8% 0.30% -0.10% 6.39% -3.96% 3.76% -10.81% 9.18% 14 days 13 30.8% -2.25% 0.53% 12.36% -6.94% 8.00% -23.31% 23.91% 30 days 13 69.2% 2.21% 3.46% 21.46% -9.50% 16.43% -52.26% 32.17% 90 days 11 90.9% 37.42% 29.93% 22.03% 15.13% 44.73% -22.15% 61.71% 180 days 9 66.7% 56.51% 65.66% 80.94% 3.45% 127.88% -21.42% 210.45% 365 days 9 66.7% 171.50% 125.21% 102.08% 46.74% 203.68% -15.70% 248.61% ======================================================================================================================== CRYPTO STATISTICS: ------------------------------------------------------------ Total crypto instruments analyzed: 91 Average R-squared: 0.7402 Best R-squared: 0.989746 Average annual growth: 854845.2% Valuation breakdown: 🟡 FAIR_VALUE: 37 (40.7%) - Hold/Monitor 🔴 OVERVALUED: 13 (14.3%) - Sell Warnings 🟢 UNDERVALUED: 13 (14.3%) - Buy Opportunities Optimal window distribution: 30 days: 34 instruments (37.4%) 60 days: 3 instruments (3.3%) 90 days: 9 instruments (9.9%) 120 days: 4 instruments (4.4%) 180 days: 13 instruments (14.3%) 📊 CRYPTO TRADING SUMMARY: 🟢 High-quality undervalued opportunities: 13 🔴 High-quality overvalued warnings: 13 📈 Top trend performers displayed: 15 💡 Consider buying undervalued cryptos with strong trends ⚠️ Consider reducing overvalued crypto positions ======================================================================================================================== 🔥 TOP 15 FUTURES INSTRUMENTS - BEST TREND ANALYSIS ======================================================================================================================== Rank Symbol R² Window Growth% Price Valuation Deviation% ------------------------------------------------------------------------------------------------------------------------ 1 GC=F 0.954565 500 d 35.1% $3.4K 🟡 FAIR 4.9% 2 KC=F 0.931899 500 d 70.1% $319.70 🟢 UNDER -20.2% 3 DX=F 0.911545 120 d -22.6% $98.50 🟡 FAIR 1.3% 4 ES=F 0.910693 750 d 19.4% $5.9K 🟡 FAIR -5.1% 5 PL=F 0.904957 30 d 1227.3% $1.3K 🟡 FAIR 0.3% 6 NQ=F 0.902314 750 d 27.4% $21.5K 🟡 FAIR -7.1% 7 CC=F 0.884221 750 d 86.5% $8.8K 🟢 UNDER -29.6% 8 LE=F 0.881556 180 d 29.7% $211.77 🟡 FAIR -3.4% 9 YM=F 0.879265 750 d 13.2% $41.8K 🟡 FAIR -6.1% 10 SI=F 0.872435 30 d 287.8% $36.35 🟡 FAIR -1.8% 11 HE=F 0.869187 60 d 165.6% $112.18 🟡 FAIR 6.0% 12 ZS=F 0.869047 750 d -16.1% $1.1K 🔴 OVER 11.0% 13 SB=F 0.846934 60 d -48.2% $16.35 🟡 FAIR 0.2% 14 PA=F 0.788222 750 d -25.2% $1.1K 🔴 OVER 32.9% 15 OJ=F 0.776167 180 d -72.4% $237.60 🟡 FAIR 1.3% 📊 DISPLAYING ALL 15 FUTURES TREND LEADER CHARTS: -------------------------------------------------------------------------------- Chart 1: GC=F (R² = 0.9546)
📊 PRICE PROJECTIONS (Linear Regression - 500 days): Current: $3.4K +30d (1m): $3.3K ($3.1K - $3.6K) +60d (2m): $3.5K ($3.2K - $3.7K) +90d (3m): $3.6K ($3.3K - $3.9K) 90-day outlook: 📈 Bullish Trend (+6.1%) Confidence: 95.5% | Valuation: FAIR VALUE 🎯 Historical pattern matches: 21 periods in chart (90d ROC≈16%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== GC - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: 0.07% Rounded target for matching: 0% Similar historical periods found: 466 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 466 50.9% 0.06% 0.04% 2.86% -0.22% 0.30% -12.24% 12.72% 14 days 466 53.2% 0.34% 0.53% 3.65% 0.19% 0.86% -13.95% 12.92% 30 days 466 57.9% 1.34% 1.87% 5.57% 1.36% 2.38% -15.66% 24.01% 90 days 465 73.3% 4.55% 4.74% 9.46% 3.88% 5.60% -22.15% 32.26% 180 days 460 70.0% 7.89% 9.05% 14.13% 7.75% 10.34% -25.58% 47.15% 365 days 442 77.8% 15.19% 17.35% 21.02% 15.38% 19.31% -26.64% 67.34% ======================================================================================================================== GC - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 16.11% Rounded target for matching: 16% Similar historical periods found: 111 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 111 60.4% 1.00% 0.64% 3.16% 0.04% 1.23% -7.00% 11.44% 14 days 111 56.8% 0.73% 0.84% 4.10% 0.06% 1.61% -10.21% 10.15% 30 days 111 58.6% 1.68% 1.66% 5.89% 0.55% 2.76% -11.92% 15.89% 90 days 108 72.2% 5.47% 6.15% 9.61% 4.31% 7.98% -11.37% 29.86% 180 days 105 77.1% 12.19% 10.49% 12.27% 8.12% 12.87% -31.46% 30.46% 365 days 90 91.1% 18.57% 17.49% 15.67% 14.21% 20.77% -25.53% 50.63% ======================================================================================================================== Chart 2: KC=F (R² = 0.9319)
📊 PRICE PROJECTIONS (Linear Regression - 500 days): Current: $319.70 +30d (1m): $426.63 ($362.69 - $501.85) +60d (2m): $454.49 ($386.31 - $534.69) +90d (3m): $484.16 ($411.47 - $569.68) 90-day outlook: 📈 Bullish Trend (+51.4%) Confidence: 93.2% | Valuation: UNDERVALUED 🎯 Historical pattern matches: 6 periods in chart (90d ROC≈-21%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== KC - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: -20.29% Rounded target for matching: -20% Similar historical periods found: 19 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 19 84.2% 5.58% 4.37% 6.42% 1.28% 7.47% -10.81% 19.07% 14 days 19 73.7% 3.02% 3.32% 5.35% 0.74% 5.90% -6.94% 12.31% 30 days 19 52.6% 0.28% 1.28% 6.11% -1.66% 4.23% -6.66% 14.45% 90 days 19 47.4% -1.44% 7.11% 15.83% -0.51% 14.74% -12.51% 44.35% 180 days 19 57.9% 1.92% 3.33% 22.17% -7.36% 14.01% -25.87% 47.72% 365 days 19 68.4% 17.63% 11.23% 38.74% -7.44% 29.90% -44.24% 121.41% ======================================================================================================================== KC - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: -20.93% Rounded target for matching: -21% Similar historical periods found: 84 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 84 57.1% 0.85% 1.45% 6.94% -0.06% 2.96% -13.05% 44.18% 14 days 84 42.9% -0.63% -0.18% 6.75% -1.64% 1.29% -12.80% 21.58% 30 days 84 39.3% -2.15% -0.58% 9.16% -2.57% 1.40% -13.91% 25.88% 90 days 84 39.3% -3.48% -1.42% 14.23% -4.51% 1.66% -25.87% 31.97% 180 days 84 38.1% -13.56% -5.29% 20.82% -9.81% -0.77% -32.03% 54.79% 365 days 84 54.8% 13.09% 9.35% 54.92% -2.57% 21.27% -52.35% 176.11% ======================================================================================================================== Chart 3: DX=F (R² = 0.9115) Error plotting DX=F: index 209 is out of bounds for axis 0 with size 180 Chart 4: ES=F (R² = 0.9107)
📊 PRICE PROJECTIONS (Linear Regression - 750 days): Current: $5.9K +30d (1m): $6.4K ($5.8K - $7.0K) +60d (2m): $6.5K ($5.9K - $7.2K) +90d (3m): $6.7K ($6.1K - $7.3K) 90-day outlook: 📈 Bullish Trend (+12.3%) Confidence: 91.1% | Valuation: FAIR VALUE 🎯 Historical pattern matches: 16 periods in chart (90d ROC≈-3%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== ES - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: 4.85% Rounded target for matching: 5% Similar historical periods found: 405 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 405 62.2% 0.41% 0.25% 1.81% 0.08% 0.43% -7.25% 5.41% 14 days 405 60.5% 0.71% 0.19% 2.96% -0.10% 0.48% -16.31% 7.10% 30 days 405 64.4% 1.22% 0.60% 4.77% 0.13% 1.06% -25.27% 9.61% 90 days 405 71.4% 3.78% 2.86% 7.52% 2.13% 3.60% -27.07% 17.35% 180 days 403 77.4% 8.05% 5.88% 11.48% 4.75% 7.00% -41.90% 29.55% 365 days 369 78.3% 15.67% 11.09% 19.72% 9.07% 13.11% -55.79% 54.21% ======================================================================================================================== ES - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: -2.67% Rounded target for matching: -3% Similar historical periods found: 191 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 191 61.3% 0.96% 0.40% 2.61% 0.02% 0.77% -6.76% 6.39% 14 days 191 59.7% 1.12% 0.20% 3.87% -0.35% 0.75% -11.01% 8.19% 30 days 191 61.3% 1.84% 0.54% 5.11% -0.19% 1.27% -13.27% 10.81% 90 days 189 66.1% 4.89% 1.81% 10.42% 0.31% 3.30% -32.83% 21.65% 180 days 189 72.0% 8.06% 3.12% 15.83% 0.85% 5.40% -47.39% 34.49% 365 days 189 74.1% 15.07% 9.20% 21.08% 6.17% 12.22% -50.29% 46.83% ======================================================================================================================== Chart 5: PL=F (R² = 0.9050)
📊 PRICE PROJECTIONS (Linear Regression - 30 days): Current: $1.3K +30d (1m): $1.7K ($1.6K - $1.9K) +60d (2m): $2.4K ($2.1K - $2.6K) Confidence: 90.5% | Valuation: FAIR VALUE ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== PL - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 25.73% Rounded target for matching: 26% Similar historical periods found: 25 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 25 60.0% 0.20% -2.69% 9.88% -6.77% 1.39% -43.95% 8.93% 14 days 25 52.0% 0.34% -1.98% 10.23% -6.20% 2.24% -42.84% 14.58% 30 days 25 48.0% -0.66% -1.48% 10.98% -6.01% 3.05% -48.31% 11.30% 90 days 25 60.0% 2.06% 0.76% 10.71% -3.66% 5.18% -34.19% 15.79% 180 days 25 72.0% 12.46% 9.31% 13.95% 3.55% 15.07% -24.81% 26.85% 365 days 25 72.0% 11.52% 13.90% 22.81% 4.48% 23.32% -24.00% 54.71% ======================================================================================================================== Chart 6: NQ=F (R² = 0.9023)
📊 PRICE PROJECTIONS (Linear Regression - 750 days): Current: $21.5K +30d (1m): $23.8K ($20.8K - $27.2K) +60d (2m): $24.5K ($21.4K - $28.0K) +90d (3m): $25.2K ($22.0K - $28.9K) 90-day outlook: 📈 Bullish Trend (+17.4%) Confidence: 90.2% | Valuation: FAIR VALUE 🎯 Historical pattern matches: 12 periods in chart (90d ROC≈-2%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== NQ - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: 7.63% Rounded target for matching: 8% Similar historical periods found: 256 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 256 53.9% 0.31% 0.10% 2.79% -0.24% 0.44% -9.10% 8.31% 14 days 256 51.6% 0.18% -0.22% 4.07% -0.72% 0.29% -14.87% 10.29% 30 days 256 59.8% 1.56% 0.21% 6.64% -0.61% 1.02% -25.77% 13.27% 90 days 256 73.4% 5.35% 4.27% 9.47% 3.11% 5.44% -39.74% 28.11% 180 days 256 78.1% 12.42% 10.04% 14.89% 8.21% 11.88% -46.78% 41.04% 365 days 243 79.0% 21.06% 20.25% 25.18% 17.07% 23.43% -55.35% 68.82% ======================================================================================================================== NQ - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: -1.66% Rounded target for matching: -2% Similar historical periods found: 141 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 141 58.9% 0.43% 0.32% 3.66% -0.29% 0.93% -9.13% 10.78% 14 days 141 59.6% 1.36% 0.68% 4.37% -0.05% 1.41% -10.88% 10.72% 30 days 141 65.2% 2.19% 1.11% 6.87% -0.04% 2.25% -26.05% 15.95% 90 days 140 77.1% 6.79% 5.85% 12.53% 3.75% 7.94% -40.30% 38.67% 180 days 140 87.9% 11.87% 11.39% 17.04% 8.54% 14.23% -42.04% 54.42% 365 days 138 90.6% 23.90% 26.44% 24.34% 22.34% 30.53% -38.28% 86.75% ======================================================================================================================== Chart 7: CC=F (R² = 0.8842)
📊 PRICE PROJECTIONS (Linear Regression - 750 days): Current: $8.8K +30d (1m): $13.4K ($9.1K - $19.6K) +60d (2m): $14.4K ($9.8K - $21.1K) +90d (3m): $15.5K ($10.6K - $22.8K) 90-day outlook: 📈 Bullish Trend (+77.4%) Confidence: 88.4% | Valuation: UNDERVALUED 🎯 Historical pattern matches: 7 periods in chart (90d ROC≈-13%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== CC - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: -4.53% Rounded target for matching: -5% Similar historical periods found: 192 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 192 48.4% -0.12% 0.13% 5.29% -0.62% 0.88% -13.32% 29.13% 14 days 192 53.1% 0.38% 0.89% 7.10% -0.12% 1.90% -18.44% 26.66% 30 days 192 56.2% 1.26% 1.94% 11.30% 0.33% 3.55% -31.04% 62.40% 90 days 191 57.1% 3.89% 3.28% 14.41% 1.22% 5.33% -31.02% 53.77% 180 days 186 66.1% 5.85% 7.84% 21.92% 4.67% 11.02% -40.28% 115.50% 365 days 184 74.5% 10.24% 21.32% 39.28% 15.61% 27.03% -33.53% 226.75% ======================================================================================================================== CC - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: -12.57% Rounded target for matching: -13% Similar historical periods found: 99 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 99 58.6% 0.88% 0.93% 5.52% -0.17% 2.03% -16.46% 20.62% 14 days 99 58.6% 2.01% 1.89% 7.65% 0.37% 3.42% -22.13% 26.66% 30 days 99 55.6% 1.10% 1.16% 9.75% -0.78% 3.11% -26.63% 27.18% 90 days 97 61.9% 3.33% 2.77% 15.07% -0.26% 5.81% -28.43% 53.77% 180 days 96 64.6% 6.74% 6.07% 22.69% 1.48% 10.67% -34.65% 77.95% 365 days 93 55.9% 1.80% 10.94% 37.10% 3.30% 18.58% -37.08% 131.82% ======================================================================================================================== Chart 8: LE=F (R² = 0.8816)
📊 PRICE PROJECTIONS (Linear Regression - 180 days): Current: $211.77 +30d (1m): $226.15 ($217.40 - $235.24) +60d (2m): $233.25 ($224.16 - $242.71) +90d (3m): $240.58 ($231.12 - $250.43) 90-day outlook: 📈 Bullish Trend (+13.6%) Confidence: 88.2% | Valuation: FAIR VALUE 🎯 Historical pattern matches: 13 periods in chart (90d ROC≈5%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== LE - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: -0.89% Rounded target for matching: -1% Similar historical periods found: 365 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 365 55.3% 0.32% 0.28% 3.02% -0.03% 0.59% -13.86% 10.25% 14 days 365 55.3% 0.52% 0.09% 4.08% -0.33% 0.51% -14.47% 11.03% 30 days 365 55.9% 0.68% 0.22% 6.22% -0.42% 0.86% -24.33% 15.10% 90 days 363 60.9% 2.11% 1.93% 9.65% 0.93% 2.92% -22.69% 35.01% 180 days 357 61.9% 3.21% 2.72% 11.93% 1.48% 3.96% -24.24% 31.91% 365 days 334 58.7% 5.55% 7.16% 17.30% 5.30% 9.02% -32.19% 60.11% ======================================================================================================================== LE - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 5.48% Rounded target for matching: 5% Similar historical periods found: 234 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 234 53.4% 0.26% -0.15% 3.22% -0.56% 0.27% -14.58% 7.60% 14 days 234 60.7% 0.85% 0.47% 4.32% -0.09% 1.03% -17.20% 10.92% 30 days 234 61.1% 1.76% 0.87% 5.30% 0.19% 1.55% -15.88% 13.76% 90 days 225 55.1% 0.88% 1.36% 8.93% 0.19% 2.53% -21.56% 26.47% 180 days 221 61.5% 2.60% 2.81% 8.87% 1.63% 3.98% -27.64% 38.48% 365 days 209 58.9% 2.63% 6.52% 17.45% 4.14% 8.90% -29.68% 44.53% ======================================================================================================================== Chart 9: YM=F (R² = 0.8793)
📊 PRICE PROJECTIONS (Linear Regression - 750 days): Current: $41.8K +30d (1m): $45.2K ($41.8K - $48.8K) +60d (2m): $45.8K ($42.4K - $49.6K) +90d (3m): $46.5K ($43.0K - $50.3K) 90-day outlook: 📈 Bullish Trend (+11.3%) Confidence: 87.9% | Valuation: FAIR VALUE 🎯 Historical pattern matches: 17 periods in chart (90d ROC≈-6%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== YM - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: 1.41% Rounded target for matching: 1% Similar historical periods found: 583 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 583 57.1% 0.30% 0.18% 2.12% 0.00% 0.35% -10.70% 6.02% 14 days 583 60.4% 0.80% 0.27% 3.22% 0.01% 0.54% -27.25% 7.93% 30 days 583 61.6% 1.31% 0.75% 4.57% 0.38% 1.12% -30.60% 11.31% 90 days 580 74.5% 3.48% 3.32% 6.82% 2.76% 3.87% -29.38% 23.31% 180 days 577 80.2% 7.23% 6.40% 9.67% 5.61% 7.19% -36.83% 38.31% 365 days 549 83.6% 14.40% 11.60% 14.49% 10.38% 12.81% -47.40% 39.16% ======================================================================================================================== YM - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: -6.25% Rounded target for matching: -6% Similar historical periods found: 81 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 81 64.2% 0.98% 0.92% 2.47% 0.37% 1.47% -5.27% 6.48% 14 days 81 79.0% 2.72% 1.94% 3.21% 1.23% 2.65% -6.73% 8.13% 30 days 81 72.8% 2.91% 2.48% 4.06% 1.58% 3.38% -7.16% 15.12% 90 days 77 77.9% 5.59% 4.80% 9.92% 2.54% 7.05% -33.19% 18.60% 180 days 77 88.3% 8.04% 7.00% 15.52% 3.48% 10.52% -41.56% 33.02% 365 days 77 88.3% 18.14% 13.75% 15.56% 10.22% 17.28% -34.79% 34.53% ======================================================================================================================== Chart 10: SI=F (R² = 0.8724)
📊 PRICE PROJECTIONS (Linear Regression - 30 days): Current: $36.35 +30d (1m): $43.50 ($41.36 - $45.76) +60d (2m): $51.12 ($47.75 - $54.73) Confidence: 87.2% | Valuation: FAIR VALUE ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== SI - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: 11.75% Rounded target for matching: 12% Similar historical periods found: 124 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 124 46.8% -0.42% 0.04% 5.30% -0.90% 0.98% -15.46% 15.79% 14 days 124 49.2% -0.39% 0.92% 7.05% -0.33% 2.18% -13.73% 19.26% 30 days 124 50.8% 0.52% 1.44% 12.63% -0.80% 3.69% -28.35% 62.29% 90 days 122 54.1% 1.18% 3.96% 19.85% 0.40% 7.52% -51.83% 63.23% 180 days 120 55.8% 2.23% 5.15% 24.78% 0.67% 9.63% -44.89% 90.47% 365 days 111 56.8% 7.51% 18.19% 39.60% 10.74% 25.64% -34.57% 139.29% ======================================================================================================================== SI - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 12.23% Rounded target for matching: 12% Similar historical periods found: 104 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 104 59.6% 0.56% 0.68% 5.17% -0.32% 1.69% -10.77% 17.96% 14 days 104 50.0% 0.18% 0.31% 7.45% -1.14% 1.75% -19.49% 25.39% 30 days 104 55.8% 1.48% 2.68% 9.70% 0.79% 4.57% -13.06% 34.98% 90 days 104 57.7% 2.93% 5.49% 17.60% 2.06% 8.91% -28.72% 54.44% 180 days 99 62.6% 7.47% 10.75% 23.90% 5.98% 15.52% -35.09% 97.41% 365 days 92 70.7% 27.65% 24.32% 37.15% 16.63% 32.02% -45.14% 122.41% ======================================================================================================================== Chart 11: HE=F (R² = 0.8692) Error plotting HE=F: index 149 is out of bounds for axis 0 with size 120 Chart 12: ZS=F (R² = 0.8690)
📊 PRICE PROJECTIONS (Linear Regression - 750 days): Current: $1.1K +30d (1m): $940.96 ($838.60 - $1.1K) +60d (2m): $921.52 ($821.24 - $1.0K) +90d (3m): $902.48 ($804.23 - $1.0K) 90-day outlook: 📉 Bearish Trend (-15.4%) Confidence: 86.9% | Valuation: OVERVALUED 🎯 Historical pattern matches: 30 periods in chart (90d ROC≈2%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== ZS - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: 3.09% Rounded target for matching: 3% Similar historical periods found: 301 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 301 53.2% 0.13% 0.18% 3.47% -0.21% 0.57% -12.78% 13.02% 14 days 301 47.5% -0.28% 0.21% 5.43% -0.40% 0.83% -29.57% 18.26% 30 days 301 56.1% 0.80% 1.21% 7.14% 0.40% 2.02% -30.16% 24.72% 90 days 295 49.2% -0.23% 0.73% 15.22% -1.01% 2.48% -46.44% 46.18% 180 days 291 47.1% -0.93% 5.10% 24.69% 2.25% 7.95% -49.45% 84.55% 365 days 281 57.7% 3.18% 10.39% 33.34% 6.47% 14.31% -43.83% 117.78% ======================================================================================================================== ZS - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 1.64% Rounded target for matching: 2% Similar historical periods found: 206 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 206 49.0% -0.21% -0.37% 4.12% -0.94% 0.19% -26.42% 11.63% 14 days 206 58.3% 0.69% 0.06% 6.38% -0.82% 0.93% -34.54% 15.98% 30 days 206 55.8% 0.83% 0.07% 8.96% -1.16% 1.30% -37.66% 20.90% 90 days 198 47.5% -1.16% 1.49% 15.45% -0.68% 3.65% -45.87% 39.09% 180 days 189 50.8% 0.65% 5.55% 20.87% 2.56% 8.55% -35.18% 77.72% 365 days 186 58.1% 5.25% 13.77% 34.42% 8.79% 18.75% -38.44% 113.41% ======================================================================================================================== Chart 13: SB=F (R² = 0.8469) Error plotting SB=F: index 149 is out of bounds for axis 0 with size 120 Chart 14: PA=F (R² = 0.7882)
📊 PRICE PROJECTIONS (Linear Regression - 750 days): Current: $1.1K +30d (1m): $764.94 ($593.13 - $986.52) +60d (2m): $738.97 ($572.94 - $953.12) +90d (3m): $713.89 ($553.44 - $920.85) 90-day outlook: 📉 Bearish Trend (-32.2%) Confidence: 78.8% | Valuation: OVERVALUED 🎯 Historical pattern matches: 11 periods in chart (90d ROC≈5%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== PA - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: 7.58% Rounded target for matching: 8% Similar historical periods found: 167 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 167 56.9% 0.83% 1.25% 8.89% -0.11% 2.61% -18.50% 59.76% 14 days 167 58.7% 1.00% 1.99% 9.13% 0.60% 3.39% -23.45% 42.14% 30 days 167 61.7% 3.45% 4.52% 11.22% 2.80% 6.23% -25.14% 46.56% 90 days 167 59.3% 2.69% 6.97% 22.02% 3.60% 10.33% -50.31% 77.03% 180 days 162 61.7% 8.24% 10.17% 34.71% 4.79% 15.56% -68.33% 135.94% 365 days 156 66.0% 17.21% 26.87% 57.98% 17.70% 36.04% -69.34% 268.97% ======================================================================================================================== PA - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 5.39% Rounded target for matching: 5% Similar historical periods found: 100 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 100 44.0% -0.53% 1.91% 11.59% -0.39% 4.21% -9.98% 63.56% 14 days 100 55.0% 1.17% 1.95% 9.65% 0.04% 3.87% -14.55% 42.83% 30 days 100 56.0% 2.27% 3.69% 11.72% 1.37% 6.02% -25.37% 54.23% 90 days 98 66.3% 11.24% 7.19% 20.53% 3.07% 11.31% -51.61% 57.62% 180 days 98 59.2% 5.21% 11.17% 37.04% 3.75% 18.60% -54.21% 107.60% 365 days 93 59.1% 20.71% 23.20% 53.79% 12.12% 34.28% -58.45% 165.97% ======================================================================================================================== Chart 15: OJ=F (R² = 0.7762)
📊 PRICE PROJECTIONS (Linear Regression - 180 days): Current: $237.60 +30d (1m): $201.31 ($151.25 - $267.93) +60d (2m): $172.73 ($129.49 - $230.42) +90d (3m): $148.21 ($110.80 - $198.26) 90-day outlook: 📉 Bearish Trend (-37.6%) Confidence: 77.6% | Valuation: FAIR VALUE 🎯 Historical pattern matches: 2 periods in chart (90d ROC≈-44%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== OJ - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: -15.95% Rounded target for matching: -16% Similar historical periods found: 59 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 59 57.6% 1.95% 2.86% 7.98% 0.78% 4.94% -23.44% 23.24% 14 days 59 59.3% 2.87% 3.49% 11.12% 0.60% 6.39% -33.04% 31.81% 30 days 59 50.8% 0.25% 3.48% 13.87% -0.13% 7.10% -38.52% 43.61% 90 days 59 67.8% 6.65% 8.54% 21.81% 2.86% 14.23% -41.38% 55.09% 180 days 58 67.2% 11.71% 17.90% 35.12% 8.66% 27.13% -39.37% 99.27% 365 days 56 64.3% 18.59% 29.86% 52.76% 15.73% 43.99% -52.04% 135.34% ======================================================================================================================== OJ - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: -43.86% Rounded target for matching: -44% Similar historical periods found: 6 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 6 50.0% 0.87% -0.08% 7.50% -7.95% 7.79% -13.43% 8.15% 14 days 6 83.3% 7.10% 5.96% 11.95% -6.59% 18.50% -16.47% 20.22% 30 days 6 83.3% 3.09% 7.98% 9.87% -2.38% 18.33% -0.74% 27.45% 90 days 4 75.0% 2.57% 3.57% 4.14% -3.02% 10.16% -1.05% 10.18% 180 days 4 100.0% 15.04% 16.72% 4.38% 9.75% 23.69% 12.67% 24.10% 365 days 4 100.0% 19.64% 20.96% 3.78% 14.94% 26.98% 17.33% 27.22% ======================================================================================================================== ======================================================================================================================== 🟢 TOP 2 FUTURES INSTRUMENTS - UNDERVALUED OPPORTUNITIES ======================================================================================================================== Rank Symbol Under% R² Growth% Price Upside% Window ------------------------------------------------------------------------------------------------------------------------ 1 CC=F 29.6% 0.884221 86.5% $8.8K 42.0% 750 d 2 KC=F 20.2% 0.931899 70.1% $319.70 25.3% 500 d 📊 DISPLAYING ALL 2 UNDERVALUED FUTURES OPPORTUNITY CHARTS: -------------------------------------------------------------------------------- Chart 1: CC=F (Undervalued by 29.6%)
📊 PRICE PROJECTIONS (Linear Regression - 750 days): Current: $8.8K +30d (1m): $13.4K ($9.1K - $19.6K) +60d (2m): $14.4K ($9.8K - $21.1K) +90d (3m): $15.5K ($10.6K - $22.8K) 90-day outlook: 📈 Bullish Trend (+77.4%) Confidence: 88.4% | Valuation: UNDERVALUED 🎯 Historical pattern matches: 7 periods in chart (90d ROC≈-13%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== CC - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: -4.53% Rounded target for matching: -5% Similar historical periods found: 192 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 192 48.4% -0.12% 0.13% 5.29% -0.62% 0.88% -13.32% 29.13% 14 days 192 53.1% 0.38% 0.89% 7.10% -0.12% 1.90% -18.44% 26.66% 30 days 192 56.2% 1.26% 1.94% 11.30% 0.33% 3.55% -31.04% 62.40% 90 days 191 57.1% 3.89% 3.28% 14.41% 1.22% 5.33% -31.02% 53.77% 180 days 186 66.1% 5.85% 7.84% 21.92% 4.67% 11.02% -40.28% 115.50% 365 days 184 74.5% 10.24% 21.32% 39.28% 15.61% 27.03% -33.53% 226.75% ======================================================================================================================== CC - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: -12.57% Rounded target for matching: -13% Similar historical periods found: 99 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 99 58.6% 0.88% 0.93% 5.52% -0.17% 2.03% -16.46% 20.62% 14 days 99 58.6% 2.01% 1.89% 7.65% 0.37% 3.42% -22.13% 26.66% 30 days 99 55.6% 1.10% 1.16% 9.75% -0.78% 3.11% -26.63% 27.18% 90 days 97 61.9% 3.33% 2.77% 15.07% -0.26% 5.81% -28.43% 53.77% 180 days 96 64.6% 6.74% 6.07% 22.69% 1.48% 10.67% -34.65% 77.95% 365 days 93 55.9% 1.80% 10.94% 37.10% 3.30% 18.58% -37.08% 131.82% ======================================================================================================================== Chart 2: KC=F (Undervalued by 20.2%)
📊 PRICE PROJECTIONS (Linear Regression - 500 days): Current: $319.70 +30d (1m): $426.63 ($362.69 - $501.85) +60d (2m): $454.49 ($386.31 - $534.69) +90d (3m): $484.16 ($411.47 - $569.68) 90-day outlook: 📈 Bullish Trend (+51.4%) Confidence: 93.2% | Valuation: UNDERVALUED 🎯 Historical pattern matches: 6 periods in chart (90d ROC≈-21%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== KC - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: -20.29% Rounded target for matching: -20% Similar historical periods found: 19 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 19 84.2% 5.58% 4.37% 6.42% 1.28% 7.47% -10.81% 19.07% 14 days 19 73.7% 3.02% 3.32% 5.35% 0.74% 5.90% -6.94% 12.31% 30 days 19 52.6% 0.28% 1.28% 6.11% -1.66% 4.23% -6.66% 14.45% 90 days 19 47.4% -1.44% 7.11% 15.83% -0.51% 14.74% -12.51% 44.35% 180 days 19 57.9% 1.92% 3.33% 22.17% -7.36% 14.01% -25.87% 47.72% 365 days 19 68.4% 17.63% 11.23% 38.74% -7.44% 29.90% -44.24% 121.41% ======================================================================================================================== KC - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: -20.93% Rounded target for matching: -21% Similar historical periods found: 84 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 84 57.1% 0.85% 1.45% 6.94% -0.06% 2.96% -13.05% 44.18% 14 days 84 42.9% -0.63% -0.18% 6.75% -1.64% 1.29% -12.80% 21.58% 30 days 84 39.3% -2.15% -0.58% 9.16% -2.57% 1.40% -13.91% 25.88% 90 days 84 39.3% -3.48% -1.42% 14.23% -4.51% 1.66% -25.87% 31.97% 180 days 84 38.1% -13.56% -5.29% 20.82% -9.81% -0.77% -32.03% 54.79% 365 days 84 54.8% 13.09% 9.35% 54.92% -2.57% 21.27% -52.35% 176.11% ======================================================================================================================== ======================================================================================================================== 🔴 TOP 3 FUTURES INSTRUMENTS - OVERVALUED WARNINGS ======================================================================================================================== Rank Symbol Over% R² Growth% Price Risk% Window ------------------------------------------------------------------------------------------------------------------------ 1 PA=F 32.9% 0.788222 -25.2% $1.1K 24.8% 750 d 2 ZW=F 18.4% 0.742019 -14.4% $589.50 15.6% 750 d 3 ZS=F 11.0% 0.869047 -16.1% $1.1K 9.9% 750 d 📊 DISPLAYING ALL 3 OVERVALUED FUTURES WARNING CHARTS: -------------------------------------------------------------------------------- Chart 1: PA=F (Overvalued by 32.9%)
📊 PRICE PROJECTIONS (Linear Regression - 750 days): Current: $1.1K +30d (1m): $764.94 ($593.13 - $986.52) +60d (2m): $738.97 ($572.94 - $953.12) +90d (3m): $713.89 ($553.44 - $920.85) 90-day outlook: 📉 Bearish Trend (-32.2%) Confidence: 78.8% | Valuation: OVERVALUED 🎯 Historical pattern matches: 11 periods in chart (90d ROC≈5%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== PA - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: 7.58% Rounded target for matching: 8% Similar historical periods found: 167 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 167 56.9% 0.83% 1.25% 8.89% -0.11% 2.61% -18.50% 59.76% 14 days 167 58.7% 1.00% 1.99% 9.13% 0.60% 3.39% -23.45% 42.14% 30 days 167 61.7% 3.45% 4.52% 11.22% 2.80% 6.23% -25.14% 46.56% 90 days 167 59.3% 2.69% 6.97% 22.02% 3.60% 10.33% -50.31% 77.03% 180 days 162 61.7% 8.24% 10.17% 34.71% 4.79% 15.56% -68.33% 135.94% 365 days 156 66.0% 17.21% 26.87% 57.98% 17.70% 36.04% -69.34% 268.97% ======================================================================================================================== PA - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 5.39% Rounded target for matching: 5% Similar historical periods found: 100 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 100 44.0% -0.53% 1.91% 11.59% -0.39% 4.21% -9.98% 63.56% 14 days 100 55.0% 1.17% 1.95% 9.65% 0.04% 3.87% -14.55% 42.83% 30 days 100 56.0% 2.27% 3.69% 11.72% 1.37% 6.02% -25.37% 54.23% 90 days 98 66.3% 11.24% 7.19% 20.53% 3.07% 11.31% -51.61% 57.62% 180 days 98 59.2% 5.21% 11.17% 37.04% 3.75% 18.60% -54.21% 107.60% 365 days 93 59.1% 20.71% 23.20% 53.79% 12.12% 34.28% -58.45% 165.97% ======================================================================================================================== Chart 2: ZW=F (Overvalued by 18.4%)
📊 PRICE PROJECTIONS (Linear Regression - 750 days): Current: $589.50 +30d (1m): $488.62 ($418.49 - $570.49) +60d (2m): $479.67 ($410.81 - $560.07) +90d (3m): $470.88 ($403.26 - $549.84) 90-day outlook: 📉 Bearish Trend (-20.1%) Confidence: 74.2% | Valuation: OVERVALUED 🎯 Historical pattern matches: 24 periods in chart (90d ROC≈1%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== ZW - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: 13.58% Rounded target for matching: 14% Similar historical periods found: 74 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 74 44.6% -0.45% -0.49% 5.29% -1.71% 0.74% -12.08% 10.97% 14 days 74 44.6% -1.92% -0.27% 8.30% -2.20% 1.65% -16.88% 28.79% 30 days 74 31.1% -3.45% -2.56% 9.65% -4.79% -0.32% -23.03% 39.52% 90 days 73 49.3% -1.21% 0.73% 17.32% -3.31% 4.77% -37.76% 59.17% 180 days 72 51.4% 0.62% -0.32% 23.13% -5.76% 5.11% -50.80% 79.34% 365 days 70 48.6% -3.55% 9.23% 41.42% -0.65% 19.11% -51.60% 141.58% ======================================================================================================================== ZW - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 1.16% Rounded target for matching: 1% Similar historical periods found: 176 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 176 50.0% 0.04% 0.37% 4.61% -0.32% 1.06% -10.63% 21.00% 14 days 176 47.7% -0.53% 0.60% 6.83% -0.41% 1.62% -15.65% 28.25% 30 days 176 50.6% 0.12% 1.43% 9.27% 0.05% 2.81% -17.78% 35.41% 90 days 170 52.9% 0.59% 2.51% 13.03% 0.54% 4.49% -22.61% 44.09% 180 days 162 58.6% 3.95% 5.96% 17.60% 3.23% 8.69% -30.39% 79.42% 365 days 156 76.9% 17.87% 23.79% 37.28% 17.90% 29.69% -25.52% 170.47% ======================================================================================================================== Chart 3: ZS=F (Overvalued by 11.0%)
📊 PRICE PROJECTIONS (Linear Regression - 750 days): Current: $1.1K +30d (1m): $940.96 ($838.60 - $1.1K) +60d (2m): $921.52 ($821.24 - $1.0K) +90d (3m): $902.48 ($804.23 - $1.0K) 90-day outlook: 📉 Bearish Trend (-15.4%) Confidence: 86.9% | Valuation: OVERVALUED 🎯 Historical pattern matches: 30 periods in chart (90d ROC≈2%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== ZS - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: 3.09% Rounded target for matching: 3% Similar historical periods found: 301 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 301 53.2% 0.13% 0.18% 3.47% -0.21% 0.57% -12.78% 13.02% 14 days 301 47.5% -0.28% 0.21% 5.43% -0.40% 0.83% -29.57% 18.26% 30 days 301 56.1% 0.80% 1.21% 7.14% 0.40% 2.02% -30.16% 24.72% 90 days 295 49.2% -0.23% 0.73% 15.22% -1.01% 2.48% -46.44% 46.18% 180 days 291 47.1% -0.93% 5.10% 24.69% 2.25% 7.95% -49.45% 84.55% 365 days 281 57.7% 3.18% 10.39% 33.34% 6.47% 14.31% -43.83% 117.78% ======================================================================================================================== ZS - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 1.64% Rounded target for matching: 2% Similar historical periods found: 206 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 206 49.0% -0.21% -0.37% 4.12% -0.94% 0.19% -26.42% 11.63% 14 days 206 58.3% 0.69% 0.06% 6.38% -0.82% 0.93% -34.54% 15.98% 30 days 206 55.8% 0.83% 0.07% 8.96% -1.16% 1.30% -37.66% 20.90% 90 days 198 47.5% -1.16% 1.49% 15.45% -0.68% 3.65% -45.87% 39.09% 180 days 189 50.8% 0.65% 5.55% 20.87% 2.56% 8.55% -35.18% 77.72% 365 days 186 58.1% 5.25% 13.77% 34.42% 8.79% 18.75% -38.44% 113.41% ======================================================================================================================== FUTURES STATISTICS: ------------------------------------------------------------ Total futures instruments analyzed: 29 Average R-squared: 0.7548 Best R-squared: 0.954565 Average annual growth: 78.0% Valuation breakdown: 🟡 FAIR_VALUE: 11 (37.9%) - Hold/Monitor 🔴 OVERVALUED: 3 (10.3%) - Sell Warnings 🟢 UNDERVALUED: 2 (6.9%) - Buy Opportunities Optimal window distribution: 30 days: 4 instruments (13.8%) 60 days: 2 instruments (6.9%) 120 days: 3 instruments (10.3%) 180 days: 2 instruments (6.9%) 250 days: 1 instruments (3.4%) 📊 FUTURES TRADING SUMMARY: 🟢 High-quality undervalued opportunities: 2 🔴 High-quality overvalued warnings: 3 📈 Top trend performers displayed: 15 💡 Consider buying undervalued futuress with strong trends ⚠️ Consider reducing overvalued futures positions ======================================================================================================================== 🔥 TOP 15 STOCK INSTRUMENTS - BEST TREND ANALYSIS ======================================================================================================================== Rank Symbol R² Window Growth% Price Valuation Deviation% ------------------------------------------------------------------------------------------------------------------------ 1 T 0.959294 504 d 51.9% $27.66 🟡 FAIR -0.8% 2 NFLX 0.943460 504 d 75.2% $1.2K 🟡 FAIR 7.5% 3 PM 0.941049 378 d 68.7% $182.61 🟡 FAIR 6.3% 4 BRK-B 0.936763 504 d 25.6% $485.14 🟡 FAIR -7.7% 5 JPM 0.934394 504 d 44.2% $273.96 🟡 FAIR -1.4% 6 IBM 0.932707 504 d 46.9% $283.21 🟡 FAIR 5.4% 7 MRK 0.928794 252 d -39.2% $79.29 🟡 FAIR 4.5% 8 WMT 0.926609 504 d 50.2% $95.09 🟡 FAIR -7.2% 9 COST 0.924988 504 d 47.3% $974.90 🟢 UNDER -13.3% 10 MSFT 0.921972 21 d 118.0% $480.24 🟡 FAIR -0.1% 11 AVGO 0.905013 504 d 76.9% $251.26 🟡 FAIR 2.0% 12 MA 0.897514 504 d 23.2% $538.73 🟡 FAIR -5.9% 13 RTX 0.897475 42 d 211.0% $145.87 🟡 FAIR 0.2% 14 V 0.892876 252 d 44.9% $340.38 🟡 FAIR -8.2% 15 NVDA 0.890012 42 d 930.9% $145.48 🟡 FAIR -5.2% 📊 DISPLAYING ALL 15 STOCK TREND LEADER CHARTS: -------------------------------------------------------------------------------- Chart 1: T (R² = 0.9593)
📊 PRICE PROJECTIONS (Linear Regression - 504 days): Current: $27.66 +30d (1m): $29.30 ($26.56 - $32.32) +60d (2m): $30.79 ($27.91 - $33.97) +90d (3m): $32.36 ($29.33 - $35.70) 90-day outlook: 📈 Bullish Trend (+17.0%) Confidence: 95.9% | Valuation: FAIR VALUE 🎯 Historical pattern matches: 14 periods in chart (90d ROC≈14%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== T - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: -1.78% Rounded target for matching: -2% Similar historical periods found: 520 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 520 52.7% 0.21% 0.26% 3.38% -0.03% 0.56% -11.36% 10.81% 14 days 520 53.1% 0.49% 0.77% 4.77% 0.36% 1.19% -23.48% 19.50% 30 days 520 61.2% 1.55% 1.31% 6.36% 0.76% 1.85% -24.73% 25.89% 90 days 519 69.2% 4.56% 4.81% 10.48% 3.91% 5.72% -41.80% 36.19% 180 days 517 73.7% 8.42% 10.14% 16.49% 8.72% 11.57% -41.78% 50.67% 365 days 508 80.3% 19.54% 23.66% 28.36% 21.19% 26.13% -44.40% 104.15% ======================================================================================================================== T - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 13.91% Rounded target for matching: 14% Similar historical periods found: 286 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 286 60.5% 0.55% 0.49% 2.89% 0.15% 0.82% -11.52% 8.52% 14 days 286 64.7% 1.46% 1.14% 4.24% 0.65% 1.64% -16.02% 10.05% 30 days 286 65.4% 3.38% 2.93% 6.62% 2.16% 3.70% -16.75% 22.09% 90 days 286 69.2% 8.39% 6.93% 12.70% 5.45% 8.41% -25.09% 33.47% 180 days 284 72.9% 12.66% 13.10% 18.14% 10.98% 15.22% -24.33% 54.24% 365 days 273 78.4% 19.97% 23.00% 26.55% 19.83% 26.16% -34.09% 104.15% ======================================================================================================================== Chart 2: NFLX (R² = 0.9435)
📊 PRICE PROJECTIONS (Linear Regression - 504 days): Current: $1.2K +30d (1m): $1.2K ($1.0K - $1.4K) +60d (2m): $1.3K ($1.1K - $1.5K) +90d (3m): $1.4K ($1.2K - $1.6K) 90-day outlook: 📈 Bullish Trend (+13.7%) Confidence: 94.3% | Valuation: FAIR VALUE 🎯 Historical pattern matches: 13 periods in chart (90d ROC≈21%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== NFLX - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: 7.44% Rounded target for matching: 7% Similar historical periods found: 172 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 172 51.2% 0.24% 0.00% 7.53% -1.13% 1.13% -30.97% 23.22% 14 days 172 55.2% 0.83% 1.08% 11.64% -0.67% 2.83% -50.34% 33.20% 30 days 172 65.1% 4.80% 4.23% 15.62% 1.88% 6.58% -52.80% 39.22% 90 days 171 67.3% 12.05% 13.07% 34.93% 7.80% 18.35% -77.31% 129.82% 180 days 165 71.5% 29.19% 29.08% 54.17% 20.75% 37.41% -72.44% 190.29% 365 days 156 63.5% 40.01% 56.75% 109.64% 39.41% 74.09% -71.70% 498.11% ======================================================================================================================== NFLX - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 20.55% Rounded target for matching: 21% Similar historical periods found: 66 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 66 62.1% 1.86% 2.38% 7.32% 0.58% 4.18% -11.31% 26.46% 14 days 66 62.1% 3.23% 4.39% 9.64% 2.02% 6.76% -19.40% 28.39% 30 days 66 74.2% 8.76% 8.54% 14.08% 5.08% 12.00% -19.31% 49.19% 90 days 61 62.3% 10.32% 9.40% 27.48% 2.36% 16.44% -56.79% 80.56% 180 days 60 56.7% 12.72% 17.34% 52.43% 3.80% 30.89% -71.24% 142.07% 365 days 54 74.1% 47.20% 47.85% 67.80% 29.34% 66.35% -75.29% 237.54% ======================================================================================================================== Chart 3: PM (R² = 0.9410)
📊 PRICE PROJECTIONS (Linear Regression - 378 days): Current: $182.61 +30d (1m): $182.78 ($163.37 - $204.49) +60d (2m): $194.53 ($173.84 - $217.67) +90d (3m): $207.03 ($184.98 - $231.70) 90-day outlook: 📈 Bullish Trend (+13.4%) Confidence: 94.1% | Valuation: FAIR VALUE 🎯 Historical pattern matches: 5 periods in chart (90d ROC≈28%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== PM - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: 4.90% Rounded target for matching: 5% Similar historical periods found: 205 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 205 48.3% -0.05% -0.16% 3.17% -0.60% 0.27% -8.25% 14.96% 14 days 205 52.7% 0.32% 0.12% 4.81% -0.54% 0.78% -14.84% 19.86% 30 days 205 43.9% -0.89% 0.28% 6.66% -0.63% 1.20% -24.55% 19.59% 90 days 199 56.3% 1.83% 2.08% 12.11% 0.39% 3.77% -28.34% 42.44% 180 days 192 66.7% 5.18% 7.90% 15.88% 5.64% 10.16% -28.58% 55.62% 365 days 185 78.4% 11.78% 17.27% 23.67% 13.84% 20.71% -24.99% 108.32% ======================================================================================================================== PM - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 27.57% Rounded target for matching: 28% Similar historical periods found: 25 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 25 68.0% 1.28% 0.52% 2.43% -0.49% 1.52% -5.06% 4.76% 14 days 25 44.0% -0.86% -0.46% 4.01% -2.12% 1.19% -9.72% 5.76% 30 days 25 56.0% 0.75% 0.69% 5.17% -1.45% 2.82% -9.21% 9.14% 90 days 23 47.8% -0.96% -0.24% 8.37% -3.86% 3.38% -14.08% 10.63% 180 days 23 65.2% 3.29% 7.38% 18.99% -0.83% 15.59% -13.19% 52.36% 365 days 20 50.0% 0.42% 3.08% 24.44% -8.35% 14.52% -25.70% 62.20% ======================================================================================================================== Chart 4: BRK-B (R² = 0.9368)
📊 PRICE PROJECTIONS (Linear Regression - 504 days): Current: $485.14 +30d (1m): $540.31 ($505.01 - $578.07) +60d (2m): $555.18 ($518.89 - $594.02) +90d (3m): $570.47 ($533.14 - $610.41) 90-day outlook: 📈 Bullish Trend (+17.6%) Confidence: 93.7% | Valuation: FAIR VALUE 🎯 Historical pattern matches: 33 periods in chart (90d ROC≈3%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== BRK-B - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: -5.31% Rounded target for matching: -5% Similar historical periods found: 213 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 213 54.0% 0.30% -0.23% 3.74% -0.74% 0.27% -11.88% 14.02% 14 days 213 54.5% 0.18% 0.05% 5.54% -0.69% 0.80% -21.86% 15.96% 30 days 213 57.3% 1.12% 1.06% 7.34% 0.07% 2.06% -17.29% 25.89% 90 days 213 61.5% 3.17% 1.67% 11.34% 0.14% 3.21% -32.38% 25.01% 180 days 211 71.6% 5.45% 5.11% 16.41% 2.89% 7.34% -44.20% 55.80% 365 days 211 79.1% 11.56% 15.36% 20.08% 12.64% 18.09% -35.57% 67.79% ======================================================================================================================== BRK-B - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 2.62% Rounded target for matching: 3% Similar historical periods found: 334 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 334 56.0% 0.35% 0.54% 3.00% 0.22% 0.86% -11.70% 18.94% 14 days 334 64.1% 1.32% 1.11% 4.50% 0.63% 1.59% -21.86% 21.07% 30 days 334 69.2% 2.31% 2.42% 6.09% 1.77% 3.08% -19.63% 24.47% 90 days 330 77.9% 6.53% 6.20% 10.16% 5.10% 7.30% -26.59% 49.32% 180 days 320 76.2% 11.69% 10.56% 14.07% 9.01% 12.11% -32.95% 75.13% 365 days 309 88.0% 22.64% 21.88% 21.20% 19.50% 24.25% -31.70% 128.35% ======================================================================================================================== Chart 5: JPM (R² = 0.9344)
📊 PRICE PROJECTIONS (Linear Regression - 504 days): Current: $273.96 +30d (1m): $290.18 ($259.82 - $324.08) +60d (2m): $303.10 ($271.36 - $338.54) +90d (3m): $316.59 ($283.42 - $353.65) 90-day outlook: 📈 Bullish Trend (+15.6%) Confidence: 93.4% | Valuation: FAIR VALUE 🎯 Historical pattern matches: 16 periods in chart (90d ROC≈0%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== JPM - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: 9.91% Rounded target for matching: 10% Similar historical periods found: 339 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 339 54.0% 0.46% 0.44% 4.69% -0.06% 0.94% -12.21% 29.09% 14 days 339 58.7% 0.98% 1.27% 6.15% 0.61% 1.93% -17.13% 23.03% 30 days 339 60.5% 2.20% 1.94% 9.30% 0.95% 2.94% -34.32% 35.76% 90 days 339 56.0% 1.89% 2.54% 17.62% 0.66% 4.43% -52.97% 55.74% 180 days 331 66.5% 9.59% 10.17% 23.78% 7.60% 12.74% -44.50% 77.05% 365 days 320 71.2% 17.92% 22.96% 34.90% 19.13% 26.80% -67.26% 107.49% ======================================================================================================================== JPM - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: -0.06% Rounded target for matching: 0% Similar historical periods found: 282 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 282 53.2% 0.30% 0.40% 4.55% -0.13% 0.93% -14.19% 19.97% 14 days 282 53.5% 0.62% 0.93% 6.75% 0.13% 1.72% -18.65% 20.16% 30 days 282 63.5% 2.30% 2.63% 9.22% 1.55% 3.71% -29.78% 39.60% 90 days 280 70.7% 9.04% 8.04% 17.82% 5.95% 10.14% -49.88% 69.98% 180 days 280 69.6% 11.27% 12.95% 22.80% 10.27% 15.63% -48.90% 77.11% 365 days 280 73.9% 21.41% 23.61% 34.15% 19.60% 27.63% -54.18% 105.36% ======================================================================================================================== Chart 6: IBM (R² = 0.9327)
📊 PRICE PROJECTIONS (Linear Regression - 504 days): Current: $283.21 +30d (1m): $281.27 ($250.05 - $316.40) +60d (2m): $294.45 ($261.73 - $331.25) +90d (3m): $308.23 ($273.96 - $346.80) 90-day outlook: 📈 Bullish Trend (+8.8%) Confidence: 93.3% | Valuation: FAIR VALUE 🎯 Historical pattern matches: 20 periods in chart (90d ROC≈14%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== IBM - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: 14.44% Rounded target for matching: 14% Similar historical periods found: 195 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 195 50.3% 0.11% 0.09% 3.81% -0.45% 0.63% -13.73% 10.63% 14 days 195 56.9% 0.71% 0.22% 5.16% -0.51% 0.95% -22.03% 15.75% 30 days 195 55.9% 0.94% 0.72% 8.15% -0.44% 1.87% -30.31% 29.10% 90 days 194 68.0% 6.03% 5.38% 14.11% 3.38% 7.38% -29.70% 44.91% 180 days 188 64.9% 12.29% 12.01% 25.22% 8.38% 15.64% -46.15% 105.19% 365 days 177 72.9% 14.48% 26.21% 37.71% 20.62% 31.81% -51.01% 116.50% ======================================================================================================================== IBM - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 13.73% Rounded target for matching: 14% Similar historical periods found: 329 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 329 55.6% 0.38% 0.27% 3.58% -0.12% 0.66% -12.88% 14.06% 14 days 329 60.2% 1.06% 0.56% 4.95% 0.02% 1.09% -16.75% 16.81% 30 days 329 56.2% 0.92% 1.32% 7.52% 0.50% 2.13% -21.64% 26.09% 90 days 325 55.4% 2.40% 2.29% 13.72% 0.79% 3.79% -36.57% 44.91% 180 days 323 59.8% 4.31% 4.93% 22.40% 2.48% 7.38% -50.31% 74.27% 365 days 317 66.6% 8.64% 16.59% 32.32% 13.02% 20.16% -49.47% 119.05% ======================================================================================================================== Chart 7: MRK (R² = 0.9288)
📊 PRICE PROJECTIONS (Linear Regression - 252 days): Current: $79.29 +30d (1m): $71.50 ($66.05 - $77.39) +60d (2m): $67.39 ($62.24 - $72.96) +90d (3m): $63.51 ($58.64 - $68.79) 90-day outlook: 📉 Bearish Trend (-19.9%) Confidence: 92.9% | Valuation: FAIR VALUE 🎯 Historical pattern matches: 5 periods in chart (90d ROC≈-7%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== MRK - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: 1.32% Rounded target for matching: 1% Similar historical periods found: 882 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 882 50.7% 0.19% -0.06% 4.42% -0.35% 0.23% -32.68% 12.67% 14 days 882 52.2% 0.39% 0.07% 5.88% -0.32% 0.46% -31.40% 18.94% 30 days 882 57.6% 1.07% 0.80% 8.87% 0.21% 1.38% -42.12% 22.92% 90 days 882 64.2% 5.32% 4.51% 14.36% 3.56% 5.46% -43.05% 47.08% 180 days 877 68.3% 9.43% 9.29% 20.23% 7.95% 10.63% -44.82% 86.44% 365 days 862 70.1% 18.05% 21.09% 35.45% 18.72% 23.46% -52.98% 200.25% ======================================================================================================================== MRK - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: -7.45% Rounded target for matching: -7% Similar historical periods found: 326 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 326 54.6% 0.42% 0.34% 3.90% -0.08% 0.77% -9.76% 10.96% 14 days 326 56.1% 0.68% 1.03% 5.55% 0.43% 1.64% -17.42% 15.22% 30 days 326 54.6% 1.07% 1.35% 8.20% 0.46% 2.24% -28.08% 20.04% 90 days 325 68.6% 4.00% 4.80% 13.64% 3.31% 6.29% -28.24% 41.10% 180 days 325 61.5% 9.99% 8.04% 21.18% 5.73% 10.35% -35.46% 56.52% 365 days 321 63.9% 18.36% 21.14% 38.72% 16.89% 25.39% -44.37% 134.89% ======================================================================================================================== Chart 8: WMT (R² = 0.9266)
📊 PRICE PROJECTIONS (Linear Regression - 504 days): Current: $95.09 +30d (1m): $107.50 ($94.36 - $122.48) +60d (2m): $112.84 ($99.03 - $128.56) +90d (3m): $118.43 ($103.93 - $134.96) 90-day outlook: 📈 Bullish Trend (+24.5%) Confidence: 92.7% | Valuation: FAIR VALUE ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== WMT - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: -3.28% Rounded target for matching: -3% Similar historical periods found: 541 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 541 56.4% 0.53% 0.29% 4.34% -0.08% 0.65% -29.31% 21.37% 14 days 541 58.0% 0.87% 0.92% 6.09% 0.40% 1.43% -34.11% 23.53% 30 days 541 62.5% 2.37% 2.66% 8.82% 1.91% 3.40% -38.73% 36.11% 90 days 540 70.6% 5.33% 7.56% 16.35% 6.18% 8.94% -58.85% 85.73% 180 days 540 74.3% 10.62% 14.08% 23.92% 12.06% 16.10% -39.20% 143.04% 365 days 537 76.2% 20.71% 34.65% 50.43% 30.37% 38.92% -52.00% 337.32% ======================================================================================================================== WMT - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: -5.51% Rounded target for matching: -6% Similar historical periods found: 238 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 238 62.2% 1.15% 1.05% 4.07% 0.53% 1.57% -11.25% 16.06% 14 days 238 65.1% 2.10% 1.61% 4.96% 0.97% 2.24% -12.09% 17.07% 30 days 238 73.9% 3.40% 3.23% 8.22% 2.18% 4.28% -31.15% 47.56% 90 days 238 68.9% 6.62% 6.68% 13.08% 5.01% 8.35% -34.75% 62.76% 180 days 238 72.7% 8.21% 11.98% 21.94% 9.18% 14.78% -22.70% 124.27% 365 days 238 77.7% 14.83% 24.57% 39.76% 19.49% 29.65% -27.60% 300.89% ======================================================================================================================== Chart 9: COST (R² = 0.9250)
📊 PRICE PROJECTIONS (Linear Regression - 504 days): Current: $974.90 +30d (1m): $1.2K ($1.0K - $1.3K) +60d (2m): $1.2K ($1.1K - $1.4K) +90d (3m): $1.3K ($1.1K - $1.5K) 90-day outlook: 📈 Bullish Trend (+32.4%) Confidence: 92.5% | Valuation: UNDERVALUED 🎯 Historical pattern matches: 1 periods in chart (90d ROC≈-6%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== COST - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: -3.52% Rounded target for matching: -4% Similar historical periods found: 327 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 327 59.6% 0.82% 0.95% 4.62% 0.45% 1.45% -25.00% 19.60% 14 days 327 59.9% 1.94% 1.81% 7.15% 1.03% 2.58% -34.74% 28.63% 30 days 327 62.1% 2.68% 2.72% 9.38% 1.70% 3.74% -34.61% 32.62% 90 days 327 68.2% 8.34% 6.96% 15.00% 5.32% 8.59% -36.39% 54.25% 180 days 321 79.4% 14.39% 12.96% 21.48% 10.60% 15.32% -43.10% 82.79% 365 days 316 78.5% 21.70% 24.56% 35.56% 20.63% 28.50% -48.67% 189.54% ======================================================================================================================== COST - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: -6.48% Rounded target for matching: -6% Similar historical periods found: 175 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 175 61.1% 1.16% 0.67% 4.87% -0.06% 1.39% -24.93% 17.36% 14 days 175 59.4% 1.93% 1.06% 6.85% 0.04% 2.09% -27.10% 19.15% 30 days 175 64.6% 2.15% 2.51% 8.44% 1.25% 3.76% -22.90% 29.13% 90 days 174 73.6% 9.29% 9.08% 16.39% 6.63% 11.53% -40.82% 55.11% 180 days 174 75.9% 12.71% 12.76% 20.64% 9.67% 15.85% -31.01% 75.40% 365 days 174 83.9% 29.96% 29.83% 30.43% 25.27% 34.38% -31.01% 112.02% ======================================================================================================================== Chart 10: MSFT (R² = 0.9220)
📊 PRICE PROJECTIONS (Linear Regression - 21 days): Current: $480.24 +30d (1m): $527.35 ($516.82 - $538.09) +60d (2m): $578.63 ($560.94 - $596.88) Confidence: 92.2% | Valuation: FAIR VALUE ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== MSFT - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: 11.03% Rounded target for matching: 11% Similar historical periods found: 253 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 253 58.5% 0.66% 0.74% 4.22% 0.22% 1.27% -11.51% 19.65% 14 days 253 62.8% 2.25% 2.46% 7.30% 1.56% 3.37% -27.67% 25.80% 30 days 253 61.7% 2.89% 3.85% 10.20% 2.59% 5.11% -17.47% 46.94% 90 days 252 68.3% 8.97% 9.78% 17.28% 7.63% 11.92% -29.70% 114.29% 180 days 251 80.5% 18.79% 22.34% 29.03% 18.73% 25.95% -37.73% 131.10% 365 days 246 84.1% 37.85% 49.35% 57.65% 42.11% 56.59% -52.37% 257.72% ======================================================================================================================== MSFT - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 17.65% Rounded target for matching: 18% Similar historical periods found: 184 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 184 58.7% 0.83% 0.48% 4.18% -0.13% 1.09% -21.06% 9.86% 14 days 184 57.6% 1.20% 0.71% 6.70% -0.26% 1.69% -25.71% 26.29% 30 days 184 56.5% 2.09% 2.11% 9.92% 0.67% 3.56% -34.71% 33.66% 90 days 184 64.1% 7.94% 6.31% 15.01% 4.13% 8.49% -32.18% 45.51% 180 days 184 64.7% 11.76% 16.97% 31.44% 12.40% 21.54% -53.71% 143.82% 365 days 177 77.4% 31.62% 44.26% 57.85% 35.68% 52.84% -52.94% 231.50% ======================================================================================================================== Chart 11: AVGO (R² = 0.9050)
📊 PRICE PROJECTIONS (Linear Regression - 504 days): Current: $251.26 +30d (1m): $263.53 ($213.50 - $325.29) +60d (2m): $282.04 ($228.45 - $348.20) +90d (3m): $301.86 ($244.46 - $372.74) 90-day outlook: 📈 Bullish Trend (+20.1%) Confidence: 90.5% | Valuation: FAIR VALUE 🎯 Historical pattern matches: 8 periods in chart (90d ROC≈12%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== AVGO - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: 25.57% Rounded target for matching: 26% Similar historical periods found: 18 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 18 22.2% -1.71% -2.44% 5.68% -5.27% 0.38% -13.34% 7.35% 14 days 18 27.8% -3.22% -4.42% 7.69% -8.24% -0.60% -19.10% 9.97% 30 days 18 22.2% -5.41% -4.15% 7.72% -7.99% -0.32% -21.38% 9.97% 90 days 18 72.2% 3.90% 8.76% 11.77% 2.91% 14.62% -3.43% 40.40% 180 days 18 88.9% 16.18% 27.73% 27.18% 14.21% 41.25% -6.37% 66.30% 365 days 16 100.0% 48.95% 64.19% 48.47% 38.37% 90.02% 7.32% 200.98% ======================================================================================================================== AVGO - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 12.07% Rounded target for matching: 12% Similar historical periods found: 68 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 68 58.8% 1.15% 0.88% 6.80% -0.76% 2.52% -21.51% 33.81% 14 days 68 44.1% -0.91% 1.36% 9.55% -0.95% 3.67% -18.05% 35.02% 30 days 68 58.8% 1.53% 3.37% 12.57% 0.32% 6.41% -25.69% 38.14% 90 days 66 78.8% 9.06% 10.46% 15.86% 6.56% 14.36% -36.45% 47.73% 180 days 64 81.2% 20.59% 26.12% 27.20% 19.32% 32.91% -20.58% 95.13% 365 days 61 96.7% 43.66% 55.21% 43.35% 44.10% 66.31% -6.53% 167.11% ======================================================================================================================== Chart 12: MA (R² = 0.8975)
📊 PRICE PROJECTIONS (Linear Regression - 504 days): Current: $538.73 +30d (1m): $586.86 ($541.53 - $635.99) +60d (2m): $601.63 ($555.12 - $652.03) +90d (3m): $616.77 ($569.05 - $668.49) 90-day outlook: 📈 Bullish Trend (+14.5%) Confidence: 89.8% | Valuation: FAIR VALUE 🎯 Historical pattern matches: 8 periods in chart (90d ROC≈-4%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== MA - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: -3.62% Rounded target for matching: -4% Similar historical periods found: 140 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 140 56.4% 0.92% 0.86% 5.01% 0.02% 1.70% -12.06% 21.58% 14 days 140 67.1% 2.05% 1.99% 7.35% 0.76% 3.22% -31.08% 20.93% 30 days 140 76.4% 4.99% 5.26% 8.47% 3.85% 6.68% -15.76% 25.91% 90 days 133 89.5% 11.14% 12.44% 16.69% 9.58% 15.30% -55.71% 117.60% 180 days 130 90.0% 17.75% 20.82% 22.53% 16.91% 24.73% -44.12% 142.37% 365 days 118 95.8% 29.79% 38.25% 42.04% 30.59% 45.91% -12.91% 373.86% ======================================================================================================================== MA - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: -4.12% Rounded target for matching: -4% Similar historical periods found: 67 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 67 67.2% 2.00% 2.04% 6.15% 0.54% 3.54% -9.09% 26.98% 14 days 67 71.6% 3.02% 2.38% 5.99% 0.92% 3.84% -11.75% 17.74% 30 days 67 74.6% 4.72% 5.92% 9.91% 3.50% 8.34% -12.13% 38.23% 90 days 66 89.4% 13.31% 12.17% 10.44% 9.60% 14.73% -12.93% 40.88% 180 days 66 89.4% 16.77% 18.88% 17.83% 14.50% 23.27% -12.23% 82.12% 365 days 59 91.5% 26.04% 31.29% 25.11% 24.74% 37.83% -8.70% 97.21% ======================================================================================================================== Chart 13: RTX (R² = 0.8975) Error plotting RTX: index 131 is out of bounds for axis 0 with size 102 Chart 14: V (R² = 0.8929)
📊 PRICE PROJECTIONS (Linear Regression - 252 days): Current: $340.38 +30d (1m): $387.70 ($360.11 - $417.41) +60d (2m): $405.20 ($376.26 - $436.38) +90d (3m): $423.50 ($393.12 - $456.22) 90-day outlook: 📈 Bullish Trend (+24.4%) Confidence: 89.3% | Valuation: FAIR VALUE 🎯 Historical pattern matches: 4 periods in chart (90d ROC≈-2%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== V - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: -1.94% Rounded target for matching: -2% Similar historical periods found: 194 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 194 51.0% 0.20% 0.11% 4.24% -0.49% 0.71% -14.16% 13.90% 14 days 194 61.3% 1.07% 0.95% 5.43% 0.18% 1.72% -19.62% 12.67% 30 days 194 72.7% 3.76% 2.98% 7.70% 1.89% 4.07% -33.04% 29.83% 90 days 190 83.7% 7.18% 7.92% 11.84% 6.23% 9.62% -38.22% 33.51% 180 days 185 88.6% 14.87% 16.06% 14.32% 13.98% 18.14% -36.29% 55.70% 365 days 173 98.3% 37.26% 35.39% 21.19% 32.21% 38.57% -6.24% 102.19% ======================================================================================================================== V - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: -1.87% Rounded target for matching: -2% Similar historical periods found: 84 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 84 70.2% 2.01% 1.20% 4.73% 0.17% 2.22% -15.02% 15.47% 14 days 84 67.9% 2.58% 1.81% 5.97% 0.51% 3.11% -16.84% 24.42% 30 days 84 77.4% 3.93% 4.05% 6.97% 2.54% 5.56% -10.74% 25.34% 90 days 84 85.7% 7.18% 9.07% 10.38% 6.82% 11.33% -20.23% 34.39% 180 days 84 89.3% 15.45% 16.54% 14.87% 13.31% 19.76% -18.68% 59.16% 365 days 78 92.3% 36.56% 33.80% 21.61% 28.93% 38.67% -4.01% 81.13% ======================================================================================================================== Chart 15: NVDA (R² = 0.8900) Error plotting NVDA: index 131 is out of bounds for axis 0 with size 102 ======================================================================================================================== 🟢 TOP 1 STOCK INSTRUMENTS - UNDERVALUED OPPORTUNITIES ======================================================================================================================== Rank Symbol Under% R² Growth% Price Upside% Window ------------------------------------------------------------------------------------------------------------------------ 1 COST 13.3% 0.924988 47.3% $974.90 15.3% 504 d 📊 DISPLAYING ALL 1 UNDERVALUED STOCK OPPORTUNITY CHARTS: -------------------------------------------------------------------------------- Chart 1: COST (Undervalued by 13.3%)
📊 PRICE PROJECTIONS (Linear Regression - 504 days): Current: $974.90 +30d (1m): $1.2K ($1.0K - $1.3K) +60d (2m): $1.2K ($1.1K - $1.4K) +90d (3m): $1.3K ($1.1K - $1.5K) 90-day outlook: 📈 Bullish Trend (+32.4%) Confidence: 92.5% | Valuation: UNDERVALUED 🎯 Historical pattern matches: 1 periods in chart (90d ROC≈-6%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== COST - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: -3.52% Rounded target for matching: -4% Similar historical periods found: 327 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 327 59.6% 0.82% 0.95% 4.62% 0.45% 1.45% -25.00% 19.60% 14 days 327 59.9% 1.94% 1.81% 7.15% 1.03% 2.58% -34.74% 28.63% 30 days 327 62.1% 2.68% 2.72% 9.38% 1.70% 3.74% -34.61% 32.62% 90 days 327 68.2% 8.34% 6.96% 15.00% 5.32% 8.59% -36.39% 54.25% 180 days 321 79.4% 14.39% 12.96% 21.48% 10.60% 15.32% -43.10% 82.79% 365 days 316 78.5% 21.70% 24.56% 35.56% 20.63% 28.50% -48.67% 189.54% ======================================================================================================================== COST - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: -6.48% Rounded target for matching: -6% Similar historical periods found: 175 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 175 61.1% 1.16% 0.67% 4.87% -0.06% 1.39% -24.93% 17.36% 14 days 175 59.4% 1.93% 1.06% 6.85% 0.04% 2.09% -27.10% 19.15% 30 days 175 64.6% 2.15% 2.51% 8.44% 1.25% 3.76% -22.90% 29.13% 90 days 174 73.6% 9.29% 9.08% 16.39% 6.63% 11.53% -40.82% 55.11% 180 days 174 75.9% 12.71% 12.76% 20.64% 9.67% 15.85% -31.01% 75.40% 365 days 174 83.9% 29.96% 29.83% 30.43% 25.27% 34.38% -31.01% 112.02% ======================================================================================================================== ======================================================================================================================== 🔴 TOP 2 STOCK INSTRUMENTS - OVERVALUED WARNINGS ======================================================================================================================== Rank Symbol Over% R² Growth% Price Risk% Window ------------------------------------------------------------------------------------------------------------------------ 1 INTC 25.4% 0.759177 -45.7% $21.49 20.3% 378 d 2 UNH 15.2% 0.822805 -95.7% $307.20 13.2% 63 d 📊 DISPLAYING ALL 2 OVERVALUED STOCK WARNING CHARTS: -------------------------------------------------------------------------------- Chart 1: INTC (Overvalued by 25.4%)
📊 PRICE PROJECTIONS (Linear Regression - 378 days): Current: $21.49 +30d (1m): $15.93 ($11.86 - $21.39) +60d (2m): $14.81 ($11.03 - $19.90) +90d (3m): $13.77 ($10.25 - $18.51) 90-day outlook: 📉 Bearish Trend (-35.9%) Confidence: 75.9% | Valuation: OVERVALUED 🎯 Historical pattern matches: 3 periods in chart (90d ROC≈13%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== INTC - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: 7.77% Rounded target for matching: 8% Similar historical periods found: 323 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 323 51.1% 0.18% -0.02% 6.87% -0.78% 0.73% -41.15% 29.65% 14 days 323 50.8% 0.18% 0.16% 9.36% -0.87% 1.18% -46.64% 36.63% 30 days 323 57.3% 1.65% 1.45% 14.10% -0.09% 3.00% -46.34% 73.26% 90 days 323 53.3% 2.80% 5.95% 26.12% 3.09% 8.81% -51.88% 111.63% 180 days 322 54.7% 3.31% 10.33% 35.89% 6.40% 14.27% -68.32% 151.16% 365 days 318 58.2% 7.34% 18.55% 53.97% 12.60% 24.51% -54.47% 227.91% ======================================================================================================================== INTC - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 12.51% Rounded target for matching: 13% Similar historical periods found: 181 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 181 51.4% 0.30% 0.34% 6.20% -0.57% 1.25% -21.82% 16.27% 14 days 181 51.4% 0.44% -0.18% 7.81% -1.33% 0.96% -21.23% 34.95% 30 days 181 51.9% 1.02% 0.01% 13.04% -1.90% 1.92% -46.44% 46.60% 90 days 181 61.3% 4.03% 4.83% 20.14% 1.88% 7.79% -53.64% 63.49% 180 days 180 62.2% 5.36% 11.65% 37.01% 6.21% 17.10% -62.65% 122.33% 365 days 178 56.7% 9.39% 19.78% 53.88% 11.81% 27.75% -54.07% 253.86% ======================================================================================================================== Chart 2: UNH (Overvalued by 15.2%) Error plotting UNH: index 152 is out of bounds for axis 0 with size 123 STOCK STATISTICS: ------------------------------------------------------------ Total stock instruments analyzed: 50 Average R-squared: 0.8031 Best R-squared: 0.959294 Average annual growth: 120.7% Valuation breakdown: 🟡 FAIR_VALUE: 38 (76.0%) - Hold/Monitor 🔴 OVERVALUED: 2 (4.0%) - Sell Warnings 🟢 UNDERVALUED: 1 (2.0%) - Buy Opportunities Optimal window distribution: 21 days (~1m): 3 instruments (6.0%) 42 days (~2m): 12 instruments (24.0%) 63 days (~3m): 2 instruments (4.0%) 84 days (~4m): 2 instruments (4.0%) 126 days (~6m): 3 instruments (6.0%) 📊 STOCK TRADING SUMMARY: 🟢 High-quality undervalued opportunities: 1 🔴 High-quality overvalued warnings: 2 📈 Top trend performers displayed: 15 💡 Consider buying undervalued stocks with strong trends ⚠️ Consider reducing overvalued stock positions ======================================================================================================================== 🎯 BEST INVESTMENT OPPORTUNITIES BY ASSET CLASS ======================================================================================================================== 🟢 TOP 6 CRYPTO OPPORTUNITIES ---------------------------------------------------------------------------------------------------- Rank Symbol Under% R² Growth% Score Price ---------------------------------------------------------------------------------------------------- 1 IMX-USD 63.8% 0.801302 -100.0% 70.3 $0.004143 2 HYPE-USD 41.2% 0.831823 -97.1% 58.0 $0.000005 3 FARTCOIN-USD 42.4% 0.805152 29545.0% 57.6 $1.04 4 FTN-USD 11.1% 0.989746 136.2% 46.2 $4.43 5 BTC-USD 11.8% 0.936020 103.4% 44.5 $104.7K 6 LEO-USD 11.8% 0.891319 74.5% 42.8 $8.99 🟢 TOP 2 FUTURES OPPORTUNITIES ---------------------------------------------------------------------------------------------------- Rank Symbol Under% R² Growth% Score Price ---------------------------------------------------------------------------------------------------- 1 CC=F 29.6% 0.884221 86.5% 53.1 $8.8K 2 KC=F 20.2% 0.931899 70.1% 49.4 $319.70 🟢 TOP 1 STOCK OPPORTUNITIES ---------------------------------------------------------------------------------------------------- Rank Symbol Under% R² Growth% Score Price ---------------------------------------------------------------------------------------------------- 1 COST 13.3% 0.924988 47.3% 45.0 $974.90 ======================================================================================================================== 📊 OVERALL PORTFOLIO SUMMARY ======================================================================================================================== Total instruments analyzed: 170 Average trend reliability (R²): 0.7612 Best trend reliability: 0.989746 Asset distribution: Crypto: 91 instruments (53.5%) - Avg Growth: 854845.2% Stock: 50 instruments (29.4%) - Avg Growth: 120.7% Futures: 29 instruments (17.1%) - Avg Growth: 78.0% Overall valuation summary: 🟡 Fair Value: 86 (50.6%) - Hold/Monitor 🔴 Overvalued: 18 (10.6%) - Sell Warnings 🟢 Undervalued: 16 (9.4%) - Buy Opportunities 📊 Total charts displayed: UP TO 135 (ALL available per section per asset class) 💡 Sections: Best Trends | Undervalued Opportunities | Overvalued Warnings 📈 Chart type: Linear Regression on Log Scale with Forward Returns Analysis 🔮 New Feature: Historical pattern-based forward returns predictions ======================================================================================================================== ✅ COMPREHENSIVE ANALYSIS WITH FORWARD RETURNS COMPLETE ======================================================================================================================== 🎉 Enhanced analysis completed successfully! Results stored in 'results' variable with 170 instrument analyses 📊 Charts displayed for ALL available instruments per section per asset class 💡 Total sections analyzed: Best Trends + Undervalued + Overvalued 📈 Chart type: Linear Regression on Log Scale with straight trend lines 🔮 Forward Returns: Traditional round half up ROC matching: • 2.5% ROC → finds all historical ~3% periods • 5.25% ROC → finds all historical ~5% periods • 9.23% ROC → finds all historical ~9% periods • -3.67% ROC → finds all historical ~-4% periods 🎯 Historical matches shown as green vertical lines on charts (90-day ROC) 🛠️ CUSTOM ANALYSIS EXAMPLES: # Standard round half up analysis: run_custom_forward_analysis(df, 'BTC-USD', rolling_window=30) # Higher precision (round to 0.5%): run_custom_forward_analysis(df, 'AAPL', tolerance_type='round_to_half') # Ultra precision (round to 0.25%): run_custom_forward_analysis(df, 'NVDA', tolerance_type='round_to_quarter') # Seasonal analysis (Q2 only): run_custom_forward_analysis(df, 'SPY', quarter=[2]) # Cycle analysis (Year 1 of 4-year cycles): run_custom_forward_analysis(df, 'TSLA', cycle_year=['Year1']) ================================================================================